{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dtale\n",
    "import pandas as pd\n",
    "import tabtools as tt\n",
    "import pathlib\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dtale_browser():\n",
    "    f = 'G:/_dataset/shidaoai/tab/_orig/esophaguscancersurgeryalone.xlsx'\n",
    "    df = pd.read_excel(f)\n",
    "    d = dtale.show(df)\n",
    "    d.open_browser()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Image    ROI      MRN \n",
      "0      he shi kui^ ^^C+  GTV-T1    50557\n",
      "1      he shi kui^ ^^C+  GTV-N1    50557\n",
      "2     zhou fu jin^ ^^c+  GTV-T1    51549\n",
      "3     zhou fu jin^ ^^c+  GTV-N1    51549\n",
      "4     yu shu xian^ ^^c+  GTV-T1    52942\n",
      "...                 ...     ...      ...\n",
      "3639  zhang si qi^ ^^C+  GTV-N1   310077\n",
      "3640  hou ju fang^ ^^C+  GTV-T1   310323\n",
      "3641  hou ju fang^ ^^C+  GTV-N1   310323\n",
      "3642     ke wen bin^ ^^  GTV-T1  1504281\n",
      "3643     ke wen bin^ ^^  GTV-N1  1504281\n",
      "\n",
      "[3644 rows x 3 columns]\n",
      "--------------------------------------------------\n",
      "     患者姓名 PathTstage PathNstage\n",
      "0     陈淑珍          4          0\n",
      "1     张思启          3          2\n",
      "2     杨运康          5          0\n",
      "3     李式虎          4          1\n",
      "4     孙怀全          4          1\n",
      "...   ...        ...        ...\n",
      "3215  程顺荣          4          2\n",
      "3216  邓先洪          4          0\n",
      "3217  夏清渠          5          3\n",
      "3218  敬思维          4          1\n",
      "3219  白兰康          6          1\n",
      "\n",
      "[3220 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "def read_files():\n",
    "    features_csv_utf = 'G:/_dataset/shidaoai/tab/_out/features_utf.csv'\n",
    "    # features_csv_utf = pd.read_csv(features_csv_utf, usecols=['Index', 'Image', 'ROI ', 'MRN '], low_memory=False)\n",
    "    features_csv_utf = pd.read_csv(features_csv_utf, usecols=['Image', 'ROI ', 'MRN '], low_memory=False)\n",
    "    print(features_csv_utf)\n",
    "\n",
    "    print('-' * 50)\n",
    "\n",
    "    shidaoai_csv_utf = 'G:/_dataset/shidaoai/tab/_out/shidaoai_utf.csv'\n",
    "    # shidaoai_csv_utf = pd.read_csv(shidaoai_csv_utf, usecols=['id', '患者姓名', 'PathTstage'], low_memory=False)\n",
    "    shidaoai_csv_utf = pd.read_csv(shidaoai_csv_utf, usecols=['患者姓名', 'PathTstage', 'PathNstage'], low_memory=False)\n",
    "    print(shidaoai_csv_utf)\n",
    "\n",
    "    return shidaoai_csv_utf, features_csv_utf\n",
    "\n",
    "shidaoai_csv_utf, features_csv_utf = read_files()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "he shi kui^ ^^C+: missing shidaoai key.\n",
      "he shi kui^ ^^C+: missing shidaoai key.\n",
      "zhou fu jin^ ^^c+: missing shidaoai key.\n",
      "zhou fu jin^ ^^c+: missing shidaoai key.\n",
      "yu shu xian^ ^^c+: missing shidaoai key.\n",
      "yu shu xian^ ^^c+: missing shidaoai key.\n",
      "tang liang yu^ ^^c+: missing shidaoai key.\n",
      "tang liang yu^ ^^c+: missing shidaoai key.\n",
      "tan jin cheng^ ^^C+: missing shidaoai key.\n",
      "tan jin cheng^ ^^C+: missing shidaoai key.\n",
      "zheng gui fa^ ^^C+: missing shidaoai key.\n",
      "zheng gui fa^ ^^C+: missing shidaoai key.\n",
      "yang da cheng^ ^^c+: missing shidaoai key.\n",
      "yang da cheng^ ^^c+: missing shidaoai key.\n",
      "li zhi rong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li zhi rong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "ye dong liang^ ^^C+: missing shidaoai key.\n",
      "ye dong liang^ ^^C+: missing shidaoai key.\n",
      "xiong yuan xiu^ ^^5mm: multiple features names or multiple shidaoai names.\n",
      "xiong yuan xiu^ ^^5mm: multiple features names or multiple shidaoai names.\n",
      "zeng yun zhong^ ^^Reco: missing shidaoai key.\n",
      "zeng yun zhong^ ^^Reco: missing shidaoai key.\n",
      "zhuang dao cheng^ ^^c+: missing shidaoai key.\n",
      "zhuang dao cheng^ ^^c+: missing shidaoai key.\n",
      "tang ding fu^ ^^C+: missing shidaoai key.\n",
      "tang ding fu^ ^^C+: missing shidaoai key.\n",
      "li guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "chen chankang^ ^^C+: missing shidaoai key.\n",
      "chen chankang^ ^^C+: missing shidaoai key.\n",
      "jiang jia yu^ ^^C+: missing shidaoai key.\n",
      "jiang jia yu^ ^^C+: missing shidaoai key.\n",
      "WU BAI LIN^ ^^: missing shidaoai key.\n",
      "WU BAI LIN^ ^^: missing shidaoai key.\n",
      "zeng dao you^ ^^C+: missing shidaoai key.\n",
      "zeng dao you^ ^^C+: missing shidaoai key.\n",
      "liao chang ming^ ^^C+: missing shidaoai key.\n",
      "liao chang ming^ ^^C+: missing shidaoai key.\n",
      "wang lu xiu^ ^^c+: missing shidaoai key.\n",
      "wang lu xiu^ ^^c+: missing shidaoai key.\n",
      "xie chang lu^ ^^C+: missing shidaoai key.\n",
      "xie chang lu^ ^^C+: missing shidaoai key.\n",
      "wang yong^ ^^c+: missing shidaoai key.\n",
      "wang yong^ ^^c+: missing shidaoai key.\n",
      "yang chang guang^ ^^C+: missing shidaoai key.\n",
      "yang chang guang^ ^^C+: missing shidaoai key.\n",
      "zhang yong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang yong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "lu xi qiong^ ^^C+: missing shidaoai key.\n",
      "lu xi qiong^ ^^C+: missing shidaoai key.\n",
      "xiong jian kang^ ^^C+: missing shidaoai key.\n",
      "xiong jian kang^ ^^C+: missing shidaoai key.\n",
      "li su qiong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li su qiong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "wang guang zong^ ^^C+: missing shidaoai key.\n",
      "wang guang zong^ ^^C+: missing shidaoai key.\n",
      "? liang yi^ ^^C+: missing shidaoai key.\n",
      "? liang yi^ ^^C+: missing shidaoai key.\n",
      "yang ping zhen^ ^^C+: missing shidaoai key.\n",
      "yang ping zhen^ ^^C+: missing shidaoai key.\n",
      "li chang jiu^ ^^: missing shidaoai key.\n",
      "li chang jiu^ ^^: missing shidaoai key.\n",
      "guo tong jin^ ^^: missing shidaoai key.\n",
      "guo tong jin^ ^^: missing shidaoai key.\n",
      "deng xiang jun^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "deng xiang jun^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng yu xian^ ^^C+: missing shidaoai key.\n",
      "zeng yu xian^ ^^C+: missing shidaoai key.\n",
      "li jian guo^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li jian guo^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li ting bin^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li ting bin^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li ting bin^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li ting bin^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li qiong fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li qiong fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li qiong fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li qiong fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "peng gao cheng^ ^^c+: missing shidaoai key.\n",
      "peng gao cheng^ ^^c+: missing shidaoai key.\n",
      "chen bang hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "chen bang hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li zhi rong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li zhi rong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "ma an bang^ ^^5mm: missing shidaoai key.\n",
      "ma an bang^ ^^5mm: missing shidaoai key.\n",
      "yu chang ming^ ^^C+: missing shidaoai key.\n",
      "yu chang ming^ ^^C+: missing shidaoai key.\n",
      "? shi mao^ ^^C+: missing shidaoai key.\n",
      "? shi mao^ ^^C+: missing shidaoai key.\n",
      "li yu qing^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li yu qing^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "chen bai chang^ ^^C+: missing shidaoai key.\n",
      "chen bai chang^ ^^C+: missing shidaoai key.\n",
      "zhang bai fang^ ^^C+: missing shidaoai key.\n",
      "zhang bai fang^ ^^C+: missing shidaoai key.\n",
      "ding shi kuan^ ^^C+: missing shidaoai key.\n",
      "ding shi kuan^ ^^C+: missing shidaoai key.\n",
      "liu xing chun^ ^^5mm: multiple features names or multiple shidaoai names.\n",
      "liu xing chun^ ^^5mm: multiple features names or multiple shidaoai names.\n",
      "shi hua fu^ ^^5mm: missing shidaoai key.\n",
      "shi hua fu^ ^^5mm: missing shidaoai key.\n",
      "li yuan gen^ ^^: missing shidaoai key.\n",
      "li yuan gen^ ^^: missing shidaoai key.\n",
      "zeng xiang wen^ ^^90.0: missing shidaoai key.\n",
      "zeng xiang wen^ ^^90.0: missing shidaoai key.\n",
      "wang nai quan^ ^^C+: missing shidaoai key.\n",
      "wang nai quan^ ^^C+: missing shidaoai key.\n",
      "liu dao yi^ ^^C+: missing shidaoai key.\n",
      "liu dao yi^ ^^C+: missing shidaoai key.\n",
      "yang yuan fu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yang yuan fu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "luo tai qin^ ^^C+: missing shidaoai key.\n",
      "luo tai qin^ ^^C+: missing shidaoai key.\n",
      "yuan shi ?^ ^^C+: missing shidaoai key.\n",
      "yuan shi ?^ ^^C+: missing shidaoai key.\n",
      "zhu de fen^ ^^C+: missing shidaoai key.\n",
      "zhu de fen^ ^^C+: missing shidaoai key.\n",
      "Pat8^: missing shidaoai key.\n",
      "Pat8^: missing shidaoai key.\n",
      "lu shi chun^ ^^C+: missing shidaoai key.\n",
      "lu shi chun^ ^^C+: missing shidaoai key.\n",
      "li chao qing^ ^^C+: missing shidaoai key.\n",
      "li chao qing^ ^^C+: missing shidaoai key.\n",
      "zeng yong xiang^ ^^C+: missing shidaoai key.\n",
      "zeng yong xiang^ ^^C+: missing shidaoai key.\n",
      "? zhong qi^ ^^C+: missing shidaoai key.\n",
      "? zhong qi^ ^^C+: missing shidaoai key.\n",
      "he de zhou^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "he de zhou^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "he de zhou^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "he de zhou^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yin shu zhang^ ^^: missing shidaoai key.\n",
      "yin shu zhang^ ^^: missing shidaoai key.\n",
      "liu shu fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "liu shu fang^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "luo chang qing^ ^^C+: missing shidaoai key.\n",
      "luo chang qing^ ^^C+: missing shidaoai key.\n",
      "wang huai xiang^ ^^C+: missing shidaoai key.\n",
      "wang huai xiang^ ^^C+: missing shidaoai key.\n",
      "zhong wen fu^ ^^: missing shidaoai key.\n",
      "zhong wen fu^ ^^: missing shidaoai key.\n",
      "zhang fu ming^ ^^: missing shidaoai key.\n",
      "zhang fu ming^ ^^: missing shidaoai key.\n",
      "yuan ru zhi^ ^^C+: missing shidaoai key.\n",
      "yuan ru zhi^ ^^C+: missing shidaoai key.\n",
      "luo chang qing^ ^^: missing shidaoai key.\n",
      "luo chang qing^ ^^: missing shidaoai key.\n",
      "wang liang bai^ ^^C+: missing shidaoai key.\n",
      "wang liang bai^ ^^C+: missing shidaoai key.\n",
      "lu chang chun^ ^^C+: missing shidaoai key.\n",
      "lu chang chun^ ^^C+: missing shidaoai key.\n",
      "zeng wei quan^ ^^C+: missing shidaoai key.\n",
      "zeng wei quan^ ^^C+: missing shidaoai key.\n",
      "ren an hou^ ^^C+: missing shidaoai key.\n",
      "ren an hou^ ^^C+: missing shidaoai key.\n",
      "lu jun pin^ ^^C+: missing shidaoai key.\n",
      "lu jun pin^ ^^C+: missing shidaoai key.\n",
      "he chang ming^ ^^C+: missing shidaoai key.\n",
      "he chang ming^ ^^C+: missing shidaoai key.\n",
      "zeng huai jun^ ^^C+: missing shidaoai key.\n",
      "zeng huai jun^ ^^C+: missing shidaoai key.\n",
      "xia chang zhong^ ^^C+: missing shidaoai key.\n",
      "xia chang zhong^ ^^C+: missing shidaoai key.\n",
      "li ji ze^ ^^C+: missing shidaoai key.\n",
      "li ji ze^ ^^C+: missing shidaoai key.\n",
      "zhou zhong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhou zhong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhou shao wen^ ^^C+: missing shidaoai key.\n",
      "zhou shao wen^ ^^C+: missing shidaoai key.\n",
      "deng qi fu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "deng qi fu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "huang qiang^ ^^C+: missing shidaoai key.\n",
      "huang qiang^ ^^C+: missing shidaoai key.\n",
      "zhang fa sheng^ ^^C+: missing shidaoai key.\n",
      "zhang fa sheng^ ^^C+: missing shidaoai key.\n",
      "ren jia fu^ ^^C+: missing shidaoai key.\n",
      "ren jia fu^ ^^C+: missing shidaoai key.\n",
      "xiang zhong ming^ ^^C+: missing shidaoai key.\n",
      "xiang zhong ming^ ^^C+: missing shidaoai key.\n",
      "ha pang^ ^^C+: missing shidaoai key.\n",
      "ha pang^ ^^C+: missing shidaoai key.\n",
      "su ji de^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "su ji de^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "su ji de^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "su ji de^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li yu qing^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li yu qing^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yang yong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yang yong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhu sui shang^ ^^: missing shidaoai key.\n",
      "zhu sui shang^ ^^: missing shidaoai key.\n",
      "qu chang rong^ ^^C+: missing shidaoai key.\n",
      "qu chang rong^ ^^C+: missing shidaoai key.\n",
      "zhong ying^ ^^: missing shidaoai key.\n",
      "zhong ying^ ^^: missing shidaoai key.\n",
      "zheng yuan hua^ ^^C+: missing shidaoai key.\n",
      "zheng yuan hua^ ^^C+: missing shidaoai key.\n",
      "li shu gen^ ^^C+: missing shidaoai key.\n",
      "li shu gen^ ^^C+: missing shidaoai key.\n",
      "dengyanchun^ ^^C+: missing shidaoai key.\n",
      "dengyanchun^ ^^C+: missing shidaoai key.\n",
      "liao kai guo^ ^^C+: missing shidaoai key.\n",
      "liao kai guo^ ^^C+: missing shidaoai key.\n",
      "liu jun rong^ ^^C+: missing shidaoai key.\n",
      "liu jun rong^ ^^C+: missing shidaoai key.\n",
      "han yu pin^ ^^C+: missing shidaoai key.\n",
      "han yu pin^ ^^C+: missing shidaoai key.\n",
      "ma zhong lin^ ^^C+: missing shidaoai key.\n",
      "ma zhong lin^ ^^C+: missing shidaoai key.\n",
      "yang chang qing^ ^^C+: missing shidaoai key.\n",
      "yang chang qing^ ^^C+: missing shidaoai key.\n",
      "pan dai yun^ ^^C+: missing shidaoai key.\n",
      "pan dai yun^ ^^C+: missing shidaoai key.\n",
      "qin chang qiong^ ^^C+: missing shidaoai key.\n",
      "qin chang qiong^ ^^C+: missing shidaoai key.\n",
      "han xian yuan^ ^^C+: missing shidaoai key.\n",
      "han xian yuan^ ^^C+: missing shidaoai key.\n",
      "li da quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li da quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "long teng ?^ ^^C+: missing shidaoai key.\n",
      "long teng ?^ ^^C+: missing shidaoai key.\n",
      "yan ze chang^ ^^C+: missing shidaoai key.\n",
      "yan ze chang^ ^^C+: missing shidaoai key.\n",
      "yang zhi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yang zhi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng yi ze^ ^^C+: missing shidaoai key.\n",
      "zeng yi ze^ ^^C+: missing shidaoai key.\n",
      "an zhi gang^ ^^C+: missing shidaoai key.\n",
      "an zhi gang^ ^^C+: missing shidaoai key.\n",
      "yang bai wen^ ^^C+: missing shidaoai key.\n",
      "yang bai wen^ ^^C+: missing shidaoai key.\n",
      "zhang zi liang^ ^^C+: missing shidaoai key.\n",
      "zhang zi liang^ ^^C+: missing shidaoai key.\n",
      "wang de quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "wang de quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "he guangzhao^ ^^C+: missing shidaoai key.\n",
      "he guangzhao^ ^^C+: missing shidaoai key.\n",
      "que zai ?^ ^^C+: missing shidaoai key.\n",
      "que zai ?^ ^^C+: missing shidaoai key.\n",
      "hu sheng zhi^ ^^C+: missing shidaoai key.\n",
      "hu sheng zhi^ ^^C+: missing shidaoai key.\n",
      "zeng feng hua^ ^^c+: missing shidaoai key.\n",
      "zeng feng hua^ ^^c+: missing shidaoai key.\n",
      "dong kuai^ ^^C+: missing shidaoai key.\n",
      "dong kuai^ ^^C+: missing shidaoai key.\n",
      "xie chun ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "xie chun ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "deng he quan^ ^^C+: missing shidaoai key.\n",
      "deng he quan^ ^^C+: missing shidaoai key.\n",
      "fan ming de^ ^^C+: missing shidaoai key.\n",
      "fan ming de^ ^^C+: missing shidaoai key.\n",
      "miao dao guang^ ^^C+: missing shidaoai key.\n",
      "miao dao guang^ ^^C+: missing shidaoai key.\n",
      "wen shi shun^ ^^C+: missing shidaoai key.\n",
      "wen shi shun^ ^^C+: missing shidaoai key.\n",
      "zheng zhong wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zheng zhong wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "qi ti wen^ ^^C+: missing shidaoai key.\n",
      "qi ti wen^ ^^C+: missing shidaoai key.\n",
      "leng ti ming^ ^^C+: missing shidaoai key.\n",
      "leng ti ming^ ^^C+: missing shidaoai key.\n",
      "zeng lian shu^ ^^C+: missing shidaoai key.\n",
      "zeng lian shu^ ^^C+: missing shidaoai key.\n",
      "qin bang gao^ ^^C+: missing shidaoai key.\n",
      "qin bang gao^ ^^C+: missing shidaoai key.\n",
      "deng long lian^ ^^C+: missing shidaoai key.\n",
      "deng long lian^ ^^C+: missing shidaoai key.\n",
      "xu yi yuan^ ^^: missing shidaoai key.\n",
      "xu yi yuan^ ^^: missing shidaoai key.\n",
      "he yuan gui^ ^^C+: missing shidaoai key.\n",
      "he yuan gui^ ^^C+: missing shidaoai key.\n",
      "li jian guo^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li jian guo^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "dong de quan^ ^^: missing shidaoai key.\n",
      "dong de quan^ ^^: missing shidaoai key.\n",
      "meng de fa^ ^^C+: missing shidaoai key.\n",
      "meng de fa^ ^^C+: missing shidaoai key.\n",
      "li da quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li da quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "wang jin song^ ^^C+: missing shidaoai key.\n",
      "wang jin song^ ^^C+: missing shidaoai key.\n",
      "qin ji quan^ ^^C+: missing shidaoai key.\n",
      "qin ji quan^ ^^C+: missing shidaoai key.\n",
      "wu jia ta^ ^^C+: missing shidaoai key.\n",
      "wu jia ta^ ^^C+: missing shidaoai key.\n",
      "tan chang ming^ ^^C+: missing shidaoai key.\n",
      "tan chang ming^ ^^C+: missing shidaoai key.\n",
      "he yin chun^ ^^C+: missing shidaoai key.\n",
      "he yin chun^ ^^C+: missing shidaoai key.\n",
      "su hua yun^ ^^C+: missing shidaoai key.\n",
      "su hua yun^ ^^C+: missing shidaoai key.\n",
      "li yu yang^ ^^: missing shidaoai key.\n",
      "li yu yang^ ^^: missing shidaoai key.\n",
      "zeng zi he^ ^^C+: missing shidaoai key.\n",
      "zeng zi he^ ^^C+: missing shidaoai key.\n",
      "guo hong yun^ ^^C+: missing shidaoai key.\n",
      "guo hong yun^ ^^C+: missing shidaoai key.\n",
      "mao ji jun^ ^^C+: missing shidaoai key.\n",
      "mao ji jun^ ^^C+: missing shidaoai key.\n",
      "zeng shu ping^ ^^C+: missing shidaoai key.\n",
      "zeng shu ping^ ^^C+: missing shidaoai key.\n",
      "zeng dao xiang^ ^^C+: missing shidaoai key.\n",
      "zeng dao xiang^ ^^C+: missing shidaoai key.\n",
      "zhu chang ming^ ^^C+: missing shidaoai key.\n",
      "zhu chang ming^ ^^C+: missing shidaoai key.\n",
      "yang zheng xiu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yang zheng xiu^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li xiang gui^ ^^C+: missing shidaoai key.\n",
      "li xiang gui^ ^^C+: missing shidaoai key.\n",
      "qin lin chang^ ^^: missing shidaoai key.\n",
      "qin lin chang^ ^^: missing shidaoai key.\n",
      "guo jian^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "guo jian^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "xiong chang hua^ ^^C+: missing shidaoai key.\n",
      "xiong chang hua^ ^^C+: missing shidaoai key.\n",
      "zhong ji chun^ ^^C+: missing shidaoai key.\n",
      "zhong ji chun^ ^^C+: missing shidaoai key.\n",
      "jiang yong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "jiang yong^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang guang quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "liang bai lin^ ^^C+: missing shidaoai key.\n",
      "liang bai lin^ ^^C+: missing shidaoai key.\n",
      "li gui zhen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li gui zhen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li chun xiong^ ^^C+: missing shidaoai key.\n",
      "li chun xiong^ ^^C+: missing shidaoai key.\n",
      "wu su hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "wu su hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhou zhong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhou zhong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "qin bi wen^ ^^C+: missing shidaoai key.\n",
      "qin bi wen^ ^^C+: missing shidaoai key.\n",
      "yang chang qing^ ^^C+: missing shidaoai key.\n",
      "yang chang qing^ ^^C+: missing shidaoai key.\n",
      "chen bang hua^ ^^: multiple features names or multiple shidaoai names.\n",
      "chen bang hua^ ^^: multiple features names or multiple shidaoai names.\n",
      "chen xiao fu^ ^^: missing shidaoai key.\n",
      "chen xiao fu^ ^^: missing shidaoai key.\n",
      "qiao xiu xian^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "liu ji fu^ ^^: missing shidaoai key.\n",
      "liu ji fu^ ^^: missing shidaoai key.\n",
      "huang qi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "huang qi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "huang qi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "huang qi wen^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "yu hua gen^ ^^C+: missing shidaoai key.\n",
      "yu hua gen^ ^^C+: missing shidaoai key.\n",
      "feng chao ji^ ^^: missing shidaoai key.\n",
      "feng chao ji^ ^^: missing shidaoai key.\n",
      "zhu chang yin^ ^^C+: missing shidaoai key.\n",
      "zhu chang yin^ ^^C+: missing shidaoai key.\n",
      "he ping^ ^^: multiple features names or multiple shidaoai names.\n",
      "he ping^ ^^: multiple features names or multiple shidaoai names.\n",
      "fan zhong ji^ ^^C+: missing shidaoai key.\n",
      "fan zhong ji^ ^^C+: missing shidaoai key.\n",
      "li ji ning^ ^^C+: missing shidaoai key.\n",
      "li ji ning^ ^^C+: missing shidaoai key.\n",
      "zeng ting zhong^ ^^C+: missing shidaoai key.\n",
      "zeng ting zhong^ ^^C+: missing shidaoai key.\n",
      "zhang yong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang yong quan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "qin shi xing^ ^^: missing shidaoai key.\n",
      "qin shi xing^ ^^: missing shidaoai key.\n",
      "zeng de zheng^ ^^C+: missing shidaoai key.\n",
      "zeng de zheng^ ^^C+: missing shidaoai key.\n",
      "wang you ban^ ^^C+: missing shidaoai key.\n",
      "wang you ban^ ^^C+: missing shidaoai key.\n",
      "zeng li fa^ ^^C+: missing shidaoai key.\n",
      "zeng li fa^ ^^C+: missing shidaoai key.\n",
      "zan chang qing^ ^^C+: missing shidaoai key.\n",
      "zan chang qing^ ^^C+: missing shidaoai key.\n",
      "zhang xiao ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang xiao ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng ji chun^ ^^C+: missing shidaoai key.\n",
      "zeng ji chun^ ^^C+: missing shidaoai key.\n",
      "luo yu hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "luo yu hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "lv chang yong^ ^^C+: missing shidaoai key.\n",
      "lv chang yong^ ^^C+: missing shidaoai key.\n",
      "xiong chang ming^ ^^C+: missing shidaoai key.\n",
      "xiong chang ming^ ^^C+: missing shidaoai key.\n",
      "qin cai wei^ ^^C+: missing shidaoai key.\n",
      "qin cai wei^ ^^C+: missing shidaoai key.\n",
      "guo jian^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "guo jian^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng xiang jun^ ^^: missing shidaoai key.\n",
      "zeng xiang jun^ ^^: missing shidaoai key.\n",
      "za xi qu ji^ ^^C+: missing shidaoai key.\n",
      "za xi qu ji^ ^^C+: missing shidaoai key.\n",
      "zeng yong xi^ ^^C+: missing shidaoai key.\n",
      "zeng yong xi^ ^^C+: missing shidaoai key.\n",
      "zeng yong xi^ ^^C+: missing shidaoai key.\n",
      "zeng yong xi^ ^^C+: missing shidaoai key.\n",
      "miao shu rong^ ^^: missing shidaoai key.\n",
      "miao shu rong^ ^^: missing shidaoai key.\n",
      "man shi gui^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng zuo yuan^ ^^C+: missing shidaoai key.\n",
      "zeng zuo yuan^ ^^C+: missing shidaoai key.\n",
      "li bi hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li bi hua^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zeng xiang ming^ ^^C+: missing shidaoai key.\n",
      "zeng xiang ming^ ^^C+: missing shidaoai key.\n",
      "zeng xiang ming^ ^^C+: missing shidaoai key.\n",
      "zeng xiang ming^ ^^C+: missing shidaoai key.\n",
      "wang shao xing^ ^^C+: missing shidaoai key.\n",
      "wang shao xing^ ^^C+: missing shidaoai key.\n",
      "li de quan^ ^^: multiple features names or multiple shidaoai names.\n",
      "li de quan^ ^^: multiple features names or multiple shidaoai names.\n",
      "zhang ying song^ ^^: multiple features names or multiple shidaoai names.\n",
      "zhang ying song^ ^^: multiple features names or multiple shidaoai names.\n",
      "zhang ying song^ ^^: multiple features names or multiple shidaoai names.\n",
      "zhang ying song^ ^^: multiple features names or multiple shidaoai names.\n",
      "cao ge yu^ ^^C+: missing shidaoai key.\n",
      "cao ge yu^ ^^C+: missing shidaoai key.\n",
      "zhao ba xian^ ^^C+: missing shidaoai key.\n",
      "zhao ba xian^ ^^C+: missing shidaoai key.\n",
      "xu xiao shu^ ^^C+: missing shidaoai key.\n",
      "xu xiao shu^ ^^C+: missing shidaoai key.\n",
      "li jia yuan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "li jia yuan^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "qin guang shu^ ^^C+: missing shidaoai key.\n",
      "qin guang shu^ ^^C+: missing shidaoai key.\n",
      "chen fu xing^ ^^: multiple features names or multiple shidaoai names.\n",
      "chen fu xing^ ^^: multiple features names or multiple shidaoai names.\n",
      "chen chao jun^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "chen chao jun^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhao xiao gui^ ^^C+: missing shidaoai key.\n",
      "zhao xiao gui^ ^^C+: missing shidaoai key.\n",
      "xie chun ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "xie chun ming^ ^^C+: multiple features names or multiple shidaoai names.\n",
      "zhang shao ba^ ^^: missing shidaoai key.\n",
      "zhang shao ba^ ^^: missing shidaoai key.\n",
      "wang cheng fang^ ^^C+: missing shidaoai key.\n",
      "wang cheng fang^ ^^C+: missing shidaoai key.\n",
      "zeng jian guo^ ^^C+: missing shidaoai key.\n",
      "zeng jian guo^ ^^C+: missing shidaoai key.\n",
      "                 Person    ROI      MRN \n",
      "0      he shi kui^ ^^C+  GTV-T1    50557\n",
      "1      he shi kui^ ^^C+  GTV-N1    50557\n",
      "2     zhou fu jin^ ^^c+  GTV-T1    51549\n",
      "3     zhou fu jin^ ^^c+  GTV-N1    51549\n",
      "4     yu shu xian^ ^^c+  GTV-T1    52942\n",
      "...                 ...     ...      ...\n",
      "3639        zhang si qi  GTV-N1   310077\n",
      "3640        hou ju fang  GTV-T1   310323\n",
      "3641        hou ju fang  GTV-N1   310323\n",
      "3642         ke wen bin  GTV-T1  1504281\n",
      "3643         ke wen bin  GTV-N1  1504281\n",
      "\n",
      "[3644 rows x 3 columns]\n",
      "--------------------------------------------------\n",
      "陈淑珍: missing features key.\n",
      "黄显贵: missing features key.\n",
      "刘先进: missing features key.\n",
      "曾建国: missing features key.\n",
      "万成方: missing features key.\n",
      "胡慧明: missing features key.\n",
      "江素清: missing features key.\n",
      "杨友清: missing features key.\n",
      "张绍伯: missing features key.\n",
      "廖明青: missing features key.\n",
      "张德彬: missing features key.\n",
      "安永禄: missing features key.\n",
      "吴洪生: missing features key.\n",
      "徐正海: missing features key.\n",
      "张万炳: missing features key.\n",
      "打珍偏初: missing features key.\n",
      "罗成清: missing features key.\n",
      "陈增洪: missing features key.\n",
      "谢春明: multiple features names or multiple shidaoai names.\n",
      "罗清碧: missing features key.\n",
      "刘兴春: multiple features names or multiple shidaoai names.\n",
      "王成友: missing features key.\n",
      "肖付勇: missing features key.\n",
      "何德超: missing features key.\n",
      "曾素华: missing features key.\n",
      "漆道兵: missing features key.\n",
      "陈远志: missing features key.\n",
      "杨云德: missing features key.\n",
      "何珍祥: missing features key.\n",
      "牟绍兴: missing features key.\n",
      "候德义: missing features key.\n",
      "陈朝军: multiple features names or multiple shidaoai names.\n",
      "赵小娃: missing features key.\n",
      "马映淑: missing features key.\n",
      "陈泽荣: missing features key.\n",
      "蒋成水: missing features key.\n",
      "许太成: missing features key.\n",
      "董子清: missing features key.\n",
      "董学章: missing features key.\n",
      "陈超俊: multiple features names or multiple shidaoai names.\n",
      "孙云山: missing features key.\n",
      "陈富兴: multiple features names or multiple shidaoai names.\n",
      "李家元: multiple features names or multiple shidaoai names.\n",
      "覃光淑: missing features key.\n",
      "徐晓豫: missing features key.\n",
      "阮沛仁: missing features key.\n",
      "马朝远: missing features key.\n",
      "谢兰华: missing features key.\n",
      "苟述珍: missing features key.\n",
      "沈长松: missing features key.\n",
      "李富元: missing features key.\n",
      "唐继和: missing features key.\n",
      "王绍杰: missing features key.\n",
      "贾仁树: missing features key.\n",
      "叶洪春: missing features key.\n",
      "朱川银: missing features key.\n",
      "张大俊: missing features key.\n",
      "唐继能: missing features key.\n",
      "刘庆阳: missing features key.\n",
      "陈秀清: missing features key.\n",
      "周保清: missing features key.\n",
      "张明松: missing features key.\n",
      "赵伯贤: missing features key.\n",
      "宁国剑: missing features key.\n",
      "王万里: missing features key.\n",
      "杜琼兰: missing features key.\n",
      "梅永康: missing features key.\n",
      "张应松: multiple features names or multiple shidaoai names.\n",
      "曹合玉: missing features key.\n",
      "刘仁祥: missing features key.\n",
      "李继生: missing features key.\n",
      "唐明礼: missing features key.\n",
      "黄旭岗: missing features key.\n",
      "陈福兴: multiple features names or multiple shidaoai names.\n",
      "李德全: multiple features names or multiple shidaoai names.\n",
      "钟茂华: missing features key.\n",
      "王召兴: missing features key.\n",
      "曾祥明: missing features key.\n",
      "杜玉祥: missing features key.\n",
      "曾作元: missing features key.\n",
      "李碧华: multiple features names or multiple shidaoai names.\n",
      "朱德云: missing features key.\n",
      "王洪杰: missing features key.\n",
      "罗德明: missing features key.\n",
      "周秀清: missing features key.\n",
      "陈世达: missing features key.\n",
      "邹玉英: missing features key.\n",
      "杨益民: missing features key.\n",
      "叶本方: missing features key.\n",
      "李永州: missing features key.\n",
      "姚世勇: missing features key.\n",
      "周为贵: missing features key.\n",
      "陈碧云: missing features key.\n",
      "徐力元: missing features key.\n",
      "王翠珍: missing features key.\n",
      "缪树荣: missing features key.\n",
      "满世贵: multiple features names or multiple shidaoai names.\n",
      "詹国兆: missing features key.\n",
      "辜多长: missing features key.\n",
      "郑太发: missing features key.\n",
      "陈忠义: missing features key.\n",
      "黄开瑞: missing features key.\n",
      "曾永熙: missing features key.\n",
      "赵仲英: missing features key.\n",
      "朱仁寿: missing features key.\n",
      "易思良: missing features key.\n",
      "刘茂生: missing features key.\n",
      "刘良成: missing features key.\n",
      "郑志林: missing features key.\n",
      "扎西曲吉: missing features key.\n",
      "曹组昭: missing features key.\n",
      "曾祥军: missing features key.\n",
      "蒙旭珍: missing features key.\n",
      "魏传武: missing features key.\n",
      "刘贵福: missing features key.\n",
      "郭建: multiple features names or multiple shidaoai names.\n",
      "覃才伟: missing features key.\n",
      "王爱芳: missing features key.\n",
      "马芝洪: missing features key.\n",
      "陈少荣: missing features key.\n",
      "徐德成: missing features key.\n",
      "肖继龙: missing features key.\n",
      "唐时炳: missing features key.\n",
      "苟美泽: missing features key.\n",
      "杨应根: missing features key.\n",
      "李中华: missing features key.\n",
      "邓文芝: missing features key.\n",
      "熊长明: missing features key.\n",
      "宋斌: missing features key.\n",
      "肖永孝: missing features key.\n",
      "沈仲安: missing features key.\n",
      "李国英: missing features key.\n",
      "张发坤: missing features key.\n",
      "罗玉华: multiple features names or multiple shidaoai names.\n",
      "陈建生: missing features key.\n",
      "吕长永: missing features key.\n",
      "张建: missing features key.\n",
      "刘功秀: missing features key.\n",
      "曾纪春: missing features key.\n",
      "李六金: missing features key.\n",
      "邓启征: missing features key.\n",
      "夏玉兰: missing features key.\n",
      "陈宗林: missing features key.\n",
      "朱贵: missing features key.\n",
      "普灯: missing features key.\n",
      "张晓明: multiple features names or multiple shidaoai names.\n",
      "廖洪举: missing features key.\n",
      "陈家财: missing features key.\n",
      "石启玉: missing features key.\n",
      "王友分: missing features key.\n",
      "曾德正: missing features key.\n",
      "熊汉全: missing features key.\n",
      "覃仕星: missing features key.\n",
      "何泽照: missing features key.\n",
      "刘前良: missing features key.\n",
      "尹丕荣: missing features key.\n",
      "曾礼发: missing features key.\n",
      "杨正元: missing features key.\n",
      "樊清举: missing features key.\n",
      "张永全: multiple features names or multiple shidaoai names.\n",
      "曾廷忠: missing features key.\n",
      "何留生: missing features key.\n",
      "苏春冰: missing features key.\n",
      "昝长清: missing features key.\n",
      "陈中权: missing features key.\n",
      "李成先: missing features key.\n",
      "蒋康明: missing features key.\n",
      "官开云: missing features key.\n",
      "曾德惠: missing features key.\n",
      "谢成富: missing features key.\n",
      "肖本贵: missing features key.\n",
      "牟国正: missing features key.\n",
      "刘诗强: missing features key.\n",
      "李其宁: missing features key.\n",
      "范中其: missing features key.\n",
      "何平: multiple features names or multiple shidaoai names.\n",
      "慕仕勋: missing features key.\n",
      "杜先英: missing features key.\n",
      "赵贤明: missing features key.\n",
      "张孝明: multiple features names or multiple shidaoai names.\n",
      "朱长银: missing features key.\n",
      "王召英: missing features key.\n",
      "蒋怀清: missing features key.\n",
      "马兴田: missing features key.\n",
      "肖洪国: missing features key.\n",
      "陈立友: missing features key.\n",
      "张定忠: missing features key.\n",
      "许永保: missing features key.\n",
      "杨光斗: missing features key.\n",
      "李国安: missing features key.\n",
      "李阳明: missing features key.\n",
      "王吉珍: missing features key.\n",
      "黄其云: missing features key.\n",
      "魏素芬: missing features key.\n",
      "苟马青初: missing features key.\n",
      "杨学才: missing features key.\n",
      "赵从刚: missing features key.\n",
      "何平: multiple features names or multiple shidaoai names.\n",
      "常元芳: missing features key.\n",
      "程仕高: missing features key.\n",
      "杨云华: missing features key.\n",
      "罗强: missing features key.\n",
      "冯朝奇: missing features key.\n",
      "任林贤: missing features key.\n",
      "任丙志: missing features key.\n",
      "罗载忠: missing features key.\n",
      "柳盛成: missing features key.\n",
      "庞光辉: missing features key.\n",
      "代富全: missing features key.\n",
      "田元树: missing features key.\n",
      "江志兰: missing features key.\n",
      "余华良: missing features key.\n",
      "黎继奎: missing features key.\n",
      "王波: missing features key.\n",
      "陈会明: missing features key.\n",
      "赵宇伦: missing features key.\n",
      "黄启文: multiple features names or multiple shidaoai names.\n",
      "彭秀山: missing features key.\n",
      "李加培: missing features key.\n",
      "左世万: missing features key.\n",
      "程淑容: missing features key.\n",
      "李开明: missing features key.\n",
      "刘期富: missing features key.\n",
      "张明林: missing features key.\n",
      "陈隆金: missing features key.\n",
      "谯秀贤: multiple features names or multiple shidaoai names.\n",
      "李中华: missing features key.\n",
      "李桂珍: multiple features names or multiple shidaoai names.\n",
      "刘世聪: missing features key.\n",
      "陈邦华: multiple features names or multiple shidaoai names.\n",
      "蔡登明: missing features key.\n",
      "李云雄: missing features key.\n",
      "杨长清: missing features key.\n",
      "蒲树元: missing features key.\n",
      "苏万科: missing features key.\n",
      "雷军: missing features key.\n",
      "蒋远洪: missing features key.\n",
      "唐跃华: missing features key.\n",
      "张定生: missing features key.\n",
      "伍素珍: missing features key.\n",
      "帅清凡: missing features key.\n",
      "李淑珍: missing features key.\n",
      "刘学明: missing features key.\n",
      "邹菊英: missing features key.\n",
      "苓树春: missing features key.\n",
      "覃碧文: missing features key.\n",
      "彭良玉: missing features key.\n",
      "毛开云: missing features key.\n",
      "何朝明: missing features key.\n",
      "刘学明: missing features key.\n",
      "杨军洪: missing features key.\n",
      "吴素华: multiple features names or multiple shidaoai names.\n",
      "邓正海: missing features key.\n",
      "余成平: missing features key.\n",
      "李远成: missing features key.\n",
      "王学光: missing features key.\n",
      "李桂珍: multiple features names or multiple shidaoai names.\n",
      "徐本泽: missing features key.\n",
      "朱国建: missing features key.\n",
      "刘国容: missing features key.\n",
      "周中全: multiple features names or multiple shidaoai names.\n",
      "梁柏林: missing features key.\n",
      "王朝金: missing features key.\n",
      "滕昭葵: missing features key.\n",
      "董时礼: missing features key.\n",
      "张光全: multiple features names or multiple shidaoai names.\n",
      "陈明才: missing features key.\n",
      "王素华: missing features key.\n",
      "付清田: missing features key.\n",
      "吴修长: missing features key.\n",
      "何龙兵: missing features key.\n",
      "向美忠: missing features key.\n",
      "刘元东: missing features key.\n",
      "江勇: multiple features names or multiple shidaoai names.\n",
      "钟其春: missing features key.\n",
      "郭美锋: missing features key.\n",
      "张玉阳: missing features key.\n",
      "罗俊明: missing features key.\n",
      "熊长华: missing features key.\n",
      "李香娃: missing features key.\n",
      "詹树根: missing features key.\n",
      "杨碧秀: missing features key.\n",
      "覃林昌: missing features key.\n",
      "邵瑞: missing features key.\n",
      "郭建: multiple features names or multiple shidaoai names.\n",
      "侯泽伟: missing features key.\n",
      "金光喜: missing features key.\n",
      "龚仁根: missing features key.\n",
      "杨正秀: multiple features names or multiple shidaoai names.\n",
      "牟秀洪: missing features key.\n",
      "王敬勋: missing features key.\n",
      "李玉华: missing features key.\n",
      "朱长明: missing features key.\n",
      "米泽田: missing features key.\n",
      "曾道祥: missing features key.\n",
      "罗相友: missing features key.\n",
      "曾叔平: missing features key.\n",
      "何维元: missing features key.\n",
      "魏友华: missing features key.\n",
      "罗家贵: missing features key.\n",
      "杨显荣: missing features key.\n",
      "罗春芳: missing features key.\n",
      "蒋达仁: missing features key.\n",
      "蒋泽均: missing features key.\n",
      "张焰琼: missing features key.\n",
      "罗兴顺: missing features key.\n",
      "王登全: missing features key.\n",
      "梅同建: missing features key.\n",
      "熊国昌: missing features key.\n",
      "何治勇: missing features key.\n",
      "郑仲文: multiple features names or multiple shidaoai names.\n",
      "甘大明: missing features key.\n",
      "毛期均: missing features key.\n",
      "李加清: missing features key.\n",
      "膝道新: missing features key.\n",
      "刘章旭: missing features key.\n",
      "李作奎: missing features key.\n",
      "唐帮秀: missing features key.\n",
      "敬小明: missing features key.\n",
      "李文清: missing features key.\n",
      "孔祥云: missing features key.\n",
      "何映春: missing features key.\n",
      "苏云华: missing features key.\n",
      "张忠武: missing features key.\n",
      "谢昌金: missing features key.\n",
      "冯林海: missing features key.\n",
      "吴加太: missing features key.\n",
      "杨述兰: missing features key.\n",
      "邱洪云: missing features key.\n",
      "覃吉全: missing features key.\n",
      "鲜时马: missing features key.\n",
      "伏明志: missing features key.\n",
      "曾子和: missing features key.\n",
      "郭定云: missing features key.\n",
      "谭长明: missing features key.\n",
      "王福云: missing features key.\n",
      "赵君金: missing features key.\n",
      "王劲松: missing features key.\n",
      "苏康宁: missing features key.\n",
      "龚付连: missing features key.\n",
      "李建国: multiple features names or multiple shidaoai names.\n",
      "李大全: multiple features names or multiple shidaoai names.\n",
      "杨太均: missing features key.\n",
      "陈昌碧: missing features key.\n",
      "董天福: missing features key.\n",
      "胡继成: missing features key.\n",
      "胡元熙: missing features key.\n",
      "张天月: missing features key.\n",
      "蒙登发: missing features key.\n",
      "吴凤菊: missing features key.\n",
      "成立君: missing features key.\n",
      "董登全: missing features key.\n",
      "邓才树: missing features key.\n",
      "杨开元: missing features key.\n",
      "彭永盛: missing features key.\n",
      "李华先: missing features key.\n",
      "付尚兵: missing features key.\n",
      "李树生: missing features key.\n",
      "陈全志: missing features key.\n",
      "曾铁军: missing features key.\n",
      "薛孝学: missing features key.\n",
      "焦德义: missing features key.\n",
      "王正杰: missing features key.\n",
      "甘云安: missing features key.\n",
      "王本联: missing features key.\n",
      "胡德珍: missing features key.\n",
      "李品元: missing features key.\n",
      "薛治国: missing features key.\n",
      "张光全: multiple features names or multiple shidaoai names.\n",
      "翁海涛: missing features key.\n",
      "王民恒: missing features key.\n",
      "董秀清: missing features key.\n",
      "吴德兰: missing features key.\n",
      "柏志怀: missing features key.\n",
      "高兴德: missing features key.\n",
      "羊秀荣: missing features key.\n",
      "罗教胜: missing features key.\n",
      "金明德: missing features key.\n",
      "段少文: missing features key.\n",
      "谢如分: missing features key.\n",
      "徐登艮: missing features key.\n",
      "兰庭国: missing features key.\n",
      "叶德君: missing features key.\n",
      "周佐华: missing features key.\n",
      "陈国松: missing features key.\n",
      "陈元菊: missing features key.\n",
      "唐培涛: missing features key.\n",
      "莫义会: missing features key.\n",
      "王周华: missing features key.\n",
      "陈小阳: missing features key.\n",
      "方孟君: missing features key.\n",
      "胥淑春: missing features key.\n",
      "严丁华: missing features key.\n",
      "吴贵全: missing features key.\n",
      "余朝云: missing features key.\n",
      "王桂芝: missing features key.\n",
      "李成逢: missing features key.\n",
      "蒋礼军: missing features key.\n",
      "张文金: missing features key.\n",
      "李德林: missing features key.\n",
      "黄德纯: missing features key.\n",
      "邓勇: missing features key.\n",
      "汪根全: missing features key.\n",
      "连成修: missing features key.\n",
      "成定清: missing features key.\n",
      "雷启超: missing features key.\n",
      "戚文彬: missing features key.\n",
      "邓德荣: missing features key.\n",
      "李国继: missing features key.\n",
      "袁清珍: missing features key.\n",
      "马春玉: missing features key.\n",
      "覃帮高: missing features key.\n",
      "张秀清: missing features key.\n",
      "张建会: missing features key.\n",
      "何先义: missing features key.\n",
      "曾令树: missing features key.\n",
      "万玉群: missing features key.\n",
      "许治元: missing features key.\n",
      "胡应霞: missing features key.\n",
      "陈庆元: missing features key.\n",
      "谭廷智: missing features key.\n",
      "冷锡明: missing features key.\n",
      "王朝金: missing features key.\n",
      "杨成富: missing features key.\n",
      "岳云寿: missing features key.\n",
      "许传昆: missing features key.\n",
      "吴素华: multiple features names or multiple shidaoai names.\n",
      "张茂志: missing features key.\n",
      "舒大炳: missing features key.\n",
      "王惠林: missing features key.\n",
      "徐德明: missing features key.\n",
      "张发栋: missing features key.\n",
      "罗兴贵: missing features key.\n",
      "周正顺: missing features key.\n",
      "周洪刚: missing features key.\n",
      "陈林高: missing features key.\n",
      "李上发: missing features key.\n",
      "刘成林: missing features key.\n",
      "李守兰: missing features key.\n",
      "罗长元: missing features key.\n",
      "张春芳: missing features key.\n",
      "张运富: missing features key.\n",
      "苟于春: missing features key.\n",
      "唐有修: missing features key.\n",
      "吕世林: missing features key.\n",
      "李兴华: missing features key.\n",
      "王仕东: missing features key.\n",
      "付孔学: missing features key.\n",
      "杨洪顺: missing features key.\n",
      "宋延明: missing features key.\n",
      "贾福: missing features key.\n",
      "杨万生: missing features key.\n",
      "齐锡文: missing features key.\n",
      "姜汉青: missing features key.\n",
      "雍尚玉: missing features key.\n",
      "王国云: missing features key.\n",
      "赖庆忠: missing features key.\n",
      "罗培茂: missing features key.\n",
      "王兴政: missing features key.\n",
      "俸培良: missing features key.\n",
      "陈大云: missing features key.\n",
      "王永法: missing features key.\n",
      "任朝树: missing features key.\n",
      "郑中文: multiple features names or multiple shidaoai names.\n",
      "江发龙: missing features key.\n",
      "唐朝明: missing features key.\n",
      "夏洪德: missing features key.\n",
      "蒲光洪: missing features key.\n",
      "周文新: missing features key.\n",
      "黎洪明: missing features key.\n",
      "陈长君: missing features key.\n",
      "余文星: missing features key.\n",
      "蒲淑芳: missing features key.\n",
      "宋世会: missing features key.\n",
      "杨新全: missing features key.\n",
      "江雷: missing features key.\n",
      "李富林: missing features key.\n",
      "刘方寿: missing features key.\n",
      "李山泽: missing features key.\n",
      "傅文龙: missing features key.\n",
      "胡秀金: missing features key.\n",
      "徐章全: missing features key.\n",
      "赵云华: missing features key.\n",
      "李中兴: missing features key.\n",
      "陈淑芬: missing features key.\n",
      "顾晓天: missing features key.\n",
      "杜祥瑛: missing features key.\n",
      "李德全: multiple features names or multiple shidaoai names.\n",
      "杨明学: missing features key.\n",
      "冯大碧: missing features key.\n",
      "陈刚: missing features key.\n",
      "王明伯: missing features key.\n",
      "杨华银: missing features key.\n",
      "刘克明: missing features key.\n",
      "杨守平: missing features key.\n",
      "高保仕: missing features key.\n",
      "刘志荣: missing features key.\n",
      "梁树兰: missing features key.\n",
      "汪启云: missing features key.\n",
      "付长寿: missing features key.\n",
      "杨守明: missing features key.\n",
      "丁华: missing features key.\n",
      "王光悦: missing features key.\n",
      "王绍华: missing features key.\n",
      "张平贵: missing features key.\n",
      "陈荣强: missing features key.\n",
      "贾德和: missing features key.\n",
      "应文清: missing features key.\n",
      "刘前云: missing features key.\n",
      "梁秀华: missing features key.\n",
      "高国林Y: missing features key.\n",
      "张德金: missing features key.\n",
      "何素群: missing features key.\n",
      "何开武: missing features key.\n",
      "泰熙林: missing features key.\n",
      "何世杰: missing features key.\n",
      "张朝全: missing features key.\n",
      "张家春: missing features key.\n",
      "刘厚明: missing features key.\n",
      "屈炳宣: missing features key.\n",
      "邓家彬: missing features key.\n",
      "伏洪英Y: missing features key.\n",
      "安国成: missing features key.\n",
      "谷明德: missing features key.\n",
      "孔建设: missing features key.\n",
      "覃宗德: missing features key.\n",
      "姚志华: missing features key.\n",
      "黎显忠: missing features key.\n",
      "刘登华: missing features key.\n",
      "余副明: missing features key.\n",
      "李文君: missing features key.\n",
      "白炳清: missing features key.\n",
      "王素清: missing features key.\n",
      "魏丕良: missing features key.\n",
      "马维强: missing features key.\n",
      "刘荣华: missing features key.\n",
      "陈学明: missing features key.\n",
      "胡国强: missing features key.\n",
      "韩长生: missing features key.\n",
      "代新春: missing features key.\n",
      "杜丕仁: missing features key.\n",
      "赵中培: missing features key.\n",
      "宋思元: missing features key.\n",
      "伍文森: missing features key.\n",
      "刘正培: missing features key.\n",
      "刘荣智: missing features key.\n",
      "张绍芬: missing features key.\n",
      "张仕: missing features key.\n",
      "罗华春: missing features key.\n",
      "胡远康: missing features key.\n",
      "赖志全: missing features key.\n",
      "杨永: multiple features names or multiple shidaoai names.\n",
      "刘清海: missing features key.\n",
      "周良俊: missing features key.\n",
      "刘天玖: missing features key.\n",
      "银兆碧: missing features key.\n",
      "敬玉芳: missing features key.\n",
      "王森荣*: missing features key.\n",
      "宋维保: missing features key.\n",
      "魏定友: missing features key.\n",
      "付加洪*X: missing features key.\n",
      "赵纯龙: missing features key.\n",
      "李金和: missing features key.\n",
      "袁润秀: missing features key.\n",
      "巴登志玛: missing features key.\n",
      "田利成: missing features key.\n",
      "杨福明: missing features key.\n",
      "曾顺全*: missing features key.\n",
      "文斯顺: missing features key.\n",
      "肖黄英*X: missing features key.\n",
      "石伦双: missing features key.\n",
      "徐明成: missing features key.\n",
      "赵成虎: missing features key.\n",
      "耿纪君: missing features key.\n",
      "王德全: multiple features names or multiple shidaoai names.\n",
      "凡宗荣: missing features key.\n",
      "廖昌金: missing features key.\n",
      "李光松: missing features key.\n",
      "王锡茂: missing features key.\n",
      "张勇成Y: missing features key.\n",
      "杨德全: missing features key.\n",
      "税国清: missing features key.\n",
      "秦帮秀: missing features key.\n",
      "晋林: missing features key.\n",
      "罗学余: missing features key.\n",
      "鲜中和: missing features key.\n",
      "陈国荣: missing features key.\n",
      "陈家松: missing features key.\n",
      "颜克江: missing features key.\n",
      "缪道光: missing features key.\n",
      "封仁海: missing features key.\n",
      "李章安: missing features key.\n",
      "童文军: missing features key.\n",
      "蒲贵远: missing features key.\n",
      "四郎绒姆: missing features key.\n",
      "何大碧: missing features key.\n",
      "刘宗毅: missing features key.\n",
      "攀明德: missing features key.\n",
      "杨志全: missing features key.\n",
      "邓和权@: missing features key.\n",
      "张全芳: missing features key.\n",
      "方吉昌*X: missing features key.\n",
      "冯仔传: missing features key.\n",
      "唐勇: missing features key.\n",
      "谢春明: multiple features names or multiple shidaoai names.\n",
      "王元忠: missing features key.\n",
      "杨德超: missing features key.\n",
      "邹云璋@Y: missing features key.\n",
      "董魁: missing features key.\n",
      "黄大德: missing features key.\n",
      "郑六荣: missing features key.\n",
      "刘祖龙: missing features key.\n",
      "张洪书: missing features key.\n",
      "蒋文君: missing features key.\n",
      "邓启富: multiple features names or multiple shidaoai names.\n",
      "罗春秀: missing features key.\n",
      "吴德成: missing features key.\n",
      "李元发: missing features key.\n",
      "蒋永胜: missing features key.\n",
      "郑国平: missing features key.\n",
      "刘兆德: missing features key.\n",
      "李文彬: missing features key.\n",
      "邓正中: missing features key.\n",
      "李正平: missing features key.\n",
      "林济安: missing features key.\n",
      "吴怀建: missing features key.\n",
      "高明义: missing features key.\n",
      "刘文礼: missing features key.\n",
      "魏守财: missing features key.\n",
      "翁平荣: missing features key.\n",
      "周永贵: missing features key.\n",
      "杨志文: multiple features names or multiple shidaoai names.\n",
      "刘子俊: missing features key.\n",
      "徐洪国: missing features key.\n",
      "刘中杨: missing features key.\n",
      "许建: missing features key.\n",
      "何辉泽: missing features key.\n",
      "程道志: missing features key.\n",
      "彭友全*: missing features key.\n",
      "张朝成: missing features key.\n",
      "刘华芳: missing features key.\n",
      "曾凤华: missing features key.\n",
      "胡生之Y: missing features key.\n",
      "胡佐辉: missing features key.\n",
      "罗素碧: missing features key.\n",
      "何绍英: missing features key.\n",
      "陶正术: missing features key.\n",
      "李玉贵*: missing features key.\n",
      "黄永贵: missing features key.\n",
      "徐洪云*: missing features key.\n",
      "舒加国: missing features key.\n",
      "吴世书: missing features key.\n",
      "蒋永龙: missing features key.\n",
      "苟忠兴: missing features key.\n",
      "陈树东: missing features key.\n",
      "阙再恕: missing features key.\n",
      "陈善良: missing features key.\n",
      "蒋定荣: missing features key.\n",
      "罗天贵: missing features key.\n",
      "雷芳碧: missing features key.\n",
      "孙希云: missing features key.\n",
      "王泽辉: missing features key.\n",
      "张映成: missing features key.\n",
      "徐德芳: missing features key.\n",
      "李远志: missing features key.\n",
      "李亚光: missing features key.\n",
      "罗翠文: missing features key.\n",
      "杨劲松: missing features key.\n",
      "魏志群: missing features key.\n",
      "向仲树: missing features key.\n",
      "马邦伦: missing features key.\n",
      "杨体会: missing features key.\n",
      "张国清: missing features key.\n",
      "李德华: missing features key.\n",
      "张宜胜: missing features key.\n",
      "鞠克祥: missing features key.\n",
      "李兴雪: missing features key.\n",
      "邓安荣: missing features key.\n",
      "王达军: missing features key.\n",
      "张天强: missing features key.\n",
      "张云明: missing features key.\n",
      "何光照: missing features key.\n",
      "宋成荣: missing features key.\n",
      "赵培友: missing features key.\n",
      "唐洪坤: missing features key.\n",
      "王忠孝: missing features key.\n",
      "叶发珍: missing features key.\n",
      "胡庆田: missing features key.\n",
      "陈辉: missing features key.\n",
      "廖文辉: missing features key.\n",
      "王德全: multiple features names or multiple shidaoai names.\n",
      "王增喜: missing features key.\n",
      "况仕德: missing features key.\n",
      "李阳丰: missing features key.\n",
      "李长海: missing features key.\n",
      "张从华: missing features key.\n",
      "陈开富: missing features key.\n",
      "周先荣: missing features key.\n",
      "付启才: missing features key.\n",
      "杨伯文: missing features key.\n",
      "叶天友: missing features key.\n",
      "邓亚新: missing features key.\n",
      "杨家明: missing features key.\n",
      "刁祖礼: missing features key.\n",
      "银兆军: missing features key.\n",
      "母代伦: missing features key.\n",
      "石祖田: missing features key.\n",
      "廖发先: missing features key.\n",
      "李诗平: missing features key.\n",
      "陈盛国: missing features key.\n",
      "李肇铨: missing features key.\n",
      "李富全: missing features key.\n",
      "姜文昌: missing features key.\n",
      "曾以泽: missing features key.\n",
      "江潘塔夜: missing features key.\n",
      "郭太青: missing features key.\n",
      "林永泉: missing features key.\n",
      "廖化成: missing features key.\n",
      "吴居豹: missing features key.\n",
      "林正明: missing features key.\n",
      "李自洲: missing features key.\n",
      "朱兆聪: missing features key.\n",
      "杨芝文: multiple features names or multiple shidaoai names.\n",
      "邹春芳: missing features key.\n",
      "王德胜: missing features key.\n",
      "范东: missing features key.\n",
      "张翠兰: missing features key.\n",
      "唐光华: missing features key.\n",
      "赵其政: missing features key.\n",
      "张洲: missing features key.\n",
      "吴启清: missing features key.\n",
      "张仁和: missing features key.\n",
      "刘丰福: missing features key.\n",
      "徐安贵: missing features key.\n",
      "屈经贵: missing features key.\n",
      "张康英: missing features key.\n",
      "王衍才: missing features key.\n",
      "李兴卫: missing features key.\n",
      "王树谋: missing features key.\n",
      "何德斌: missing features key.\n",
      "杨秀莲: missing features key.\n",
      "杨远富: multiple features names or multiple shidaoai names.\n",
      "黄应东: missing features key.\n",
      "龙跃辉: missing features key.\n",
      "何桂华: missing features key.\n",
      "廖茂雪: missing features key.\n",
      "罗锦维: missing features key.\n",
      "许忠德: missing features key.\n",
      "白德全: missing features key.\n",
      "候明全: missing features key.\n",
      "邱先元: missing features key.\n",
      "徐天华: missing features key.\n",
      "杨培俊: missing features key.\n",
      "向为民: missing features key.\n",
      "周洪林: missing features key.\n",
      "颜泽长: missing features key.\n",
      "贺留根: missing features key.\n",
      "张锡成: missing features key.\n",
      "陈同华: missing features key.\n",
      "曹仕轩: missing features key.\n",
      "吴知淮: missing features key.\n",
      "李大银: missing features key.\n",
      "钟孝禄: missing features key.\n",
      "黄英芹: missing features key.\n",
      "何素琼: missing features key.\n",
      "谭世林: missing features key.\n",
      "徐田方: missing features key.\n",
      "裴跃文: missing features key.\n",
      "廖钟珍: missing features key.\n",
      "曾文永: missing features key.\n",
      "陶中汉: missing features key.\n",
      "阿乓: missing features key.\n",
      "李启富: missing features key.\n",
      "罗家全: missing features key.\n",
      "尹显华: missing features key.\n",
      "赵明禄: missing features key.\n",
      "熊得成: missing features key.\n",
      "黄昌伟: missing features key.\n",
      "周玉长: missing features key.\n",
      "刘术方: multiple features names or multiple shidaoai names.\n",
      "王兴春: missing features key.\n",
      "刘树祥: missing features key.\n",
      "周文良: missing features key.\n",
      "王洪珍: missing features key.\n",
      "罗元彬: missing features key.\n",
      "周松林: missing features key.\n",
      "陈德容: missing features key.\n",
      "任汉清: missing features key.\n",
      "蒋胜友: missing features key.\n",
      "王秋华: missing features key.\n",
      "周世忠: missing features key.\n",
      "李水和: missing features key.\n",
      "袁秀芬: missing features key.\n",
      "李发成: missing features key.\n",
      "张从成: missing features key.\n",
      "青云成: missing features key.\n",
      "温国兵: missing features key.\n",
      "龙腾泗: missing features key.\n",
      "李大权: multiple features names or multiple shidaoai names.\n",
      "李国秀: missing features key.\n",
      "梁映福: missing features key.\n",
      "付开华: missing features key.\n",
      "秦长琼: missing features key.\n",
      "刘洪培: missing features key.\n",
      "王桂斌: missing features key.\n",
      "李凯: missing features key.\n",
      "樊桂花: missing features key.\n",
      "范兴芳: missing features key.\n",
      "白华珍: missing features key.\n",
      "包顺池: missing features key.\n",
      "蒲素秀: missing features key.\n",
      "李长玖: missing features key.\n",
      "胡大礼: missing features key.\n",
      "宋元秀: missing features key.\n",
      "刘能发: missing features key.\n",
      "仇春燕: missing features key.\n",
      "谭清玩: missing features key.\n",
      "袁淑群: missing features key.\n",
      "温贤其: missing features key.\n",
      "杨长清: missing features key.\n",
      "杨子仁: missing features key.\n",
      "何光寿: missing features key.\n",
      "朱兆举: missing features key.\n",
      "刘元飞: missing features key.\n",
      "饶哨虎: missing features key.\n",
      "钱行: missing features key.\n",
      "何元珍: missing features key.\n",
      "何荣贞: missing features key.\n",
      "向太齐: missing features key.\n",
      "刘章玖: missing features key.\n",
      "何友富: missing features key.\n",
      "徐自奇: missing features key.\n",
      "唐仕发: missing features key.\n",
      "兰志君: missing features key.\n",
      "韩玉苹: missing features key.\n",
      "敬思凤: missing features key.\n",
      "岳永礼: missing features key.\n",
      "王正国: missing features key.\n",
      "杨德海: missing features key.\n",
      "刘天泉: missing features key.\n",
      "张孝友: missing features key.\n",
      "王金全: missing features key.\n",
      "刘俊川: missing features key.\n",
      "毛伍云: missing features key.\n",
      "刘世勤: missing features key.\n",
      "周维成: missing features key.\n",
      "邓延春: missing features key.\n",
      "沈继光: missing features key.\n",
      "张思强: missing features key.\n",
      "蒲校春: missing features key.\n",
      "蒲同丹: missing features key.\n",
      "谢帮知: missing features key.\n",
      "吴运辑: missing features key.\n",
      "张其明: missing features key.\n",
      "何万华: missing features key.\n",
      "严得成: missing features key.\n",
      "王德明: missing features key.\n",
      "李加元: multiple features names or multiple shidaoai names.\n",
      "赵玉春: missing features key.\n",
      "王大华: missing features key.\n",
      "刘仲文: missing features key.\n",
      "杨习和: missing features key.\n",
      "周泽平: missing features key.\n",
      "张守明: missing features key.\n",
      "叶顺才: missing features key.\n",
      "熊宗宣: missing features key.\n",
      "钟继坤: missing features key.\n",
      "熊开明: missing features key.\n",
      "林金本: missing features key.\n",
      "杨林英: missing features key.\n",
      "徐海青: missing features key.\n",
      "唐维奇: missing features key.\n",
      "王兴杰: missing features key.\n",
      "周正宗: missing features key.\n",
      "庄瑞禄: missing features key.\n",
      "覃安见: missing features key.\n",
      "张继兰: missing features key.\n",
      "范斯俊: missing features key.\n",
      "周龙春: missing features key.\n",
      "杨明康: missing features key.\n",
      "田清恒: missing features key.\n",
      "张运菊: missing features key.\n",
      "段培成: missing features key.\n",
      "李国斌: missing features key.\n",
      "詹碧英: missing features key.\n",
      "周世其: missing features key.\n",
      "熊寿军: missing features key.\n",
      "刘兴贵: missing features key.\n",
      "高祯德: missing features key.\n",
      "陈元志: missing features key.\n",
      "李亨富: missing features key.\n",
      "何永玉: missing features key.\n",
      "二古牙西: missing features key.\n",
      "全正才: missing features key.\n",
      "杜良浩: missing features key.\n",
      "姚秀珍: missing features key.\n",
      "杨元德: missing features key.\n",
      "刘德光: missing features key.\n",
      "李科: missing features key.\n",
      "骆贵成: missing features key.\n",
      "费洪友: missing features key.\n",
      "任运祥: missing features key.\n",
      "白金凤: missing features key.\n",
      "杨守光: missing features key.\n",
      "吴会兰: missing features key.\n",
      "杨文见: missing features key.\n",
      "舒平安: missing features key.\n",
      "林德鹏: missing features key.\n",
      "陈书顺: missing features key.\n",
      "金正跃: missing features key.\n",
      "董素英: missing features key.\n",
      "张秀清: missing features key.\n",
      "王其珍: missing features key.\n",
      "郭作和: missing features key.\n",
      "甘廷华: missing features key.\n",
      "钟寿福: missing features key.\n",
      "毛秀: missing features key.\n",
      "寇先恩: missing features key.\n",
      "陈其栋: missing features key.\n",
      "雷文明: missing features key.\n",
      "吴明超: missing features key.\n",
      "蒋立信: missing features key.\n",
      "刘文安: missing features key.\n",
      "赵长容: missing features key.\n",
      "杨自齐: missing features key.\n",
      "苏永华: missing features key.\n",
      "汪翠华: missing features key.\n",
      "朱大龙: missing features key.\n",
      "何光荣: missing features key.\n",
      "龚永泽: missing features key.\n",
      "陈文普: missing features key.\n",
      "曹永林: missing features key.\n",
      "苏泽辉: missing features key.\n",
      "康树孝: missing features key.\n",
      "付正治: missing features key.\n",
      "罗廷富: missing features key.\n",
      "毛常梁: missing features key.\n",
      "曹凤英: missing features key.\n",
      "曾德远: missing features key.\n",
      "岳珍华: missing features key.\n",
      "田光禄: missing features key.\n",
      "王永凤: missing features key.\n",
      "高文新: missing features key.\n",
      "屈长荣: missing features key.\n",
      "米贤贵: missing features key.\n",
      "孙先科: missing features key.\n",
      "罗开全: missing features key.\n",
      "徐文亮: missing features key.\n",
      "赵友明: missing features key.\n",
      "温德全: missing features key.\n",
      "杨华庆: missing features key.\n",
      "陈伯英: missing features key.\n",
      "张志清: missing features key.\n",
      "谭定明: missing features key.\n",
      "蒲良骥: missing features key.\n",
      "袁云华: missing features key.\n",
      "张宗加: missing features key.\n",
      "邓华金: missing features key.\n",
      "程勇: missing features key.\n",
      "李洪鑫: missing features key.\n",
      "黄凯: missing features key.\n",
      "邓尚福: missing features key.\n",
      "冯万江: missing features key.\n",
      "王开信: missing features key.\n",
      "闫华平: missing features key.\n",
      "马发先: missing features key.\n",
      "张兴民: missing features key.\n",
      "李德翠: missing features key.\n",
      "曹天友: missing features key.\n",
      "陈万明: missing features key.\n",
      "何能坤: missing features key.\n",
      "谭国华: missing features key.\n",
      "刘桂莲: missing features key.\n",
      "尹菊枝: missing features key.\n",
      "李培英: missing features key.\n",
      "蒲朝斗: missing features key.\n",
      "林定良: missing features key.\n",
      "竹大明: missing features key.\n",
      "贾仕明: missing features key.\n",
      "蔡世席: missing features key.\n",
      "康明奎: missing features key.\n",
      "张泽敬: missing features key.\n",
      "范仕学: missing features key.\n",
      "张运春: missing features key.\n",
      "李琼英: missing features key.\n",
      "陈勇: missing features key.\n",
      "李富贵: missing features key.\n",
      "游清元: missing features key.\n",
      "蒲永毕: missing features key.\n",
      "卢登永: missing features key.\n",
      "吕伦聪: missing features key.\n",
      "张考强: missing features key.\n",
      "朱绶尚: missing features key.\n",
      "靳正云: missing features key.\n",
      "张琼芳: missing features key.\n",
      "李体定: missing features key.\n",
      "刘亚林: missing features key.\n",
      "杨勇: multiple features names or multiple shidaoai names.\n",
      "罗克旭: missing features key.\n",
      "程良润: missing features key.\n",
      "陈念勤: missing features key.\n",
      "邓天和: missing features key.\n",
      "郭德俊: missing features key.\n",
      "任菊红: missing features key.\n",
      "杨如庆: missing features key.\n",
      "杨升高: missing features key.\n",
      "周安晏: missing features key.\n",
      "杨发生: missing features key.\n",
      "蒲朝阳: missing features key.\n",
      "匡成富: missing features key.\n",
      "朱锡荣: missing features key.\n",
      "龙小初: missing features key.\n",
      "成家建: missing features key.\n",
      "苏继德*: multiple features names or multiple shidaoai names.\n",
      "蒲茂琼: missing features key.\n",
      "蒲华雄: missing features key.\n",
      "张帮寿: missing features key.\n",
      "李南辉: missing features key.\n",
      "文登珍: missing features key.\n",
      "陈玉方: missing features key.\n",
      "刘永年: missing features key.\n",
      "范杰: missing features key.\n",
      "苟兴兰: missing features key.\n",
      "李秀涛: missing features key.\n",
      "颜其龙: missing features key.\n",
      "吴大秀: missing features key.\n",
      "李菊珍: missing features key.\n",
      "吴大兴: missing features key.\n",
      "高宜根: missing features key.\n",
      "刘波: missing features key.\n",
      "陈维兴*: missing features key.\n",
      "赵同章: missing features key.\n",
      "陈元树: missing features key.\n",
      "李华珍: missing features key.\n",
      "袁金水: missing features key.\n",
      "走珍: missing features key.\n",
      "赵凌: missing features key.\n",
      "李玉清: multiple features names or multiple shidaoai names.\n",
      "廖安华: missing features key.\n",
      "甲乃牙: missing features key.\n",
      "朱金容: missing features key.\n",
      "钟永怀: missing features key.\n",
      "付业云: missing features key.\n",
      "杨洪明: missing features key.\n",
      "李桂芳: missing features key.\n",
      "代中远: missing features key.\n",
      "尹继光: missing features key.\n",
      "刘衍全: missing features key.\n",
      "哈兵: missing features key.\n",
      "王生其: missing features key.\n",
      "陈菊珍: missing features key.\n",
      "李桂芳: missing features key.\n",
      "杨天照: missing features key.\n",
      "周正山: missing features key.\n",
      "卢新明: missing features key.\n",
      "李天富: missing features key.\n",
      "辜志文: missing features key.\n",
      "伍家福: missing features key.\n",
      "林洛志: missing features key.\n",
      "荆永模: missing features key.\n",
      "邓埗培: missing features key.\n",
      "高贞华: missing features key.\n",
      "白登亮: missing features key.\n",
      "陈子杰: missing features key.\n",
      "王龙义: missing features key.\n",
      "江忠贵: missing features key.\n",
      "邱吉祥: missing features key.\n",
      "马笠: missing features key.\n",
      "向申明: missing features key.\n",
      "廖跃华: missing features key.\n",
      "李生明: missing features key.\n",
      "贺礼恒: missing features key.\n",
      "乔术明: missing features key.\n",
      "赵仁富: missing features key.\n",
      "唐秀兰: missing features key.\n",
      "沈培林: missing features key.\n",
      "王宽建: missing features key.\n",
      "郑发玉: missing features key.\n",
      "廖水平: missing features key.\n",
      "毛元彬: missing features key.\n",
      "税承银: missing features key.\n",
      "常登友: missing features key.\n",
      "庄荣宗: missing features key.\n",
      "杨世兴: missing features key.\n",
      "邓启富: multiple features names or multiple shidaoai names.\n",
      "胥昌勇: missing features key.\n",
      "郭安琼: missing features key.\n",
      "吴子林: missing features key.\n",
      "陈国龙: missing features key.\n",
      "叶绍丽: missing features key.\n",
      "易良根: missing features key.\n",
      "杨清林: missing features key.\n",
      "张朝根: missing features key.\n",
      "温顺付: missing features key.\n",
      "王印忠: missing features key.\n",
      "黄荣成: missing features key.\n",
      "李跃进: missing features key.\n",
      "樊凤娟: missing features key.\n",
      "敬小芳: missing features key.\n",
      "余金元: missing features key.\n",
      "唐军*: missing features key.\n",
      "谯兴足: missing features key.\n",
      "李术英: missing features key.\n",
      "赖安荣: missing features key.\n",
      "陈丕实: missing features key.\n",
      "周仲全: multiple features names or multiple shidaoai names.\n",
      "张成龙: missing features key.\n",
      "陶云高: missing features key.\n",
      "雷正华: missing features key.\n",
      "尹祥琼: missing features key.\n",
      "黄宗富: missing features key.\n",
      "夏长忠: missing features key.\n",
      "何文章: missing features key.\n",
      "黄品华: missing features key.\n",
      "王润芳: missing features key.\n",
      "谢朝锋: missing features key.\n",
      "夏云弟: missing features key.\n",
      "张子才: missing features key.\n",
      "曾怀君: missing features key.\n",
      "刘明成: missing features key.\n",
      "何加全: missing features key.\n",
      "何长明: missing features key.\n",
      "赵修常: missing features key.\n",
      "彭明杰: missing features key.\n",
      "谭恢琼: missing features key.\n",
      "王水秀: missing features key.\n",
      "梁发琼: missing features key.\n",
      "方云祥: missing features key.\n",
      "余锡方: missing features key.\n",
      "刘乾桂: missing features key.\n",
      "宋淑玉: missing features key.\n",
      "罗忠泽: missing features key.\n",
      "李全福: missing features key.\n",
      "张立奎: missing features key.\n",
      "章淑芳: missing features key.\n",
      "陆金星: missing features key.\n",
      "任后安: missing features key.\n",
      "孔国中*: missing features key.\n",
      "陈国伟: missing features key.\n",
      "蒲震川: missing features key.\n",
      "王元良: missing features key.\n",
      "邵治利: missing features key.\n",
      "蒲明秀: missing features key.\n",
      "刘先林: missing features key.\n",
      "陈柯良: missing features key.\n",
      "江永全: missing features key.\n",
      "曾维全: missing features key.\n",
      "陈发辉: missing features key.\n",
      "祝秋林: missing features key.\n",
      "周仕模: missing features key.\n",
      "邓树春: missing features key.\n",
      "俞素华: missing features key.\n",
      "董其兵: missing features key.\n",
      "王中芳: missing features key.\n",
      "鞠吉如*: missing features key.\n",
      "肖军: missing features key.\n",
      "赵元清: missing features key.\n",
      "康定柱: missing features key.\n",
      "廖书平: missing features key.\n",
      "吴红兵: missing features key.\n",
      "王良伯: missing features key.\n",
      "邓如玉: missing features key.\n",
      "左茂华: missing features key.\n",
      "严山才: missing features key.\n",
      "杨厚云: missing features key.\n",
      "薛先福*: missing features key.\n",
      "曾天泽: missing features key.\n",
      "黄三军*: missing features key.\n",
      "周禄元: missing features key.\n",
      "王和森: missing features key.\n",
      "赵中泽: missing features key.\n",
      "吴元立: missing features key.\n",
      "卞桂林: missing features key.\n",
      "张家华: missing features key.\n",
      "肖太成: missing features key.\n",
      "赖修福: missing features key.\n",
      "张六明: missing features key.\n",
      "陈洪祥: missing features key.\n",
      "杨淑群: missing features key.\n",
      "李仁俊: missing features key.\n",
      "罗长清: missing features key.\n",
      "魏昌金: missing features key.\n",
      "钟雪云: missing features key.\n",
      "袁汝忠: missing features key.\n",
      "曾春云: missing features key.\n",
      "崔方: missing features key.\n",
      "蒋永建: missing features key.\n",
      "许文富: missing features key.\n",
      "蒋恩连: missing features key.\n",
      "高才书: missing features key.\n",
      "杨大庆: missing features key.\n",
      "凡淑珍: missing features key.\n",
      "陈伟: missing features key.\n",
      "罗长清: missing features key.\n",
      "陶春连: missing features key.\n",
      "杨正秀: multiple features names or multiple shidaoai names.\n",
      "周元凯: missing features key.\n",
      "雷军: missing features key.\n",
      "邹恒富: missing features key.\n",
      "刘淑芳: multiple features names or multiple shidaoai names.\n",
      "夏延斌: missing features key.\n",
      "彭志弘: missing features key.\n",
      "杜琼连: missing features key.\n",
      "侯如生: missing features key.\n",
      "蒲大兴: missing features key.\n",
      "李义芳: missing features key.\n",
      "李高明: missing features key.\n",
      "蔡翠芳: missing features key.\n",
      "蒋泽树: missing features key.\n",
      "姚永辉: missing features key.\n",
      "杨贤文: missing features key.\n",
      "陈多寿: missing features key.\n",
      "李银郎: missing features key.\n",
      "晏良荣: missing features key.\n",
      "肖波: missing features key.\n",
      "何德洲: multiple features names or multiple shidaoai names.\n",
      "李海英: missing features key.\n",
      "曾天德: missing features key.\n",
      "郭云康: missing features key.\n",
      "古建云: missing features key.\n",
      "何明容: missing features key.\n",
      "廖家春: missing features key.\n",
      "包海太: missing features key.\n",
      "胥中奇: missing features key.\n",
      "蒋勇: multiple features names or multiple shidaoai names.\n",
      "邓爱和: missing features key.\n",
      "杨海山: missing features key.\n",
      "熊永捌: missing features key.\n",
      "余松柏: missing features key.\n",
      "谢中英: missing features key.\n",
      "何先珍: missing features key.\n",
      "曾永祥: missing features key.\n",
      "蒋家富: missing features key.\n",
      "李素芳: missing features key.\n",
      "陈勇: missing features key.\n",
      "高泽贤*: missing features key.\n",
      "高碧先: missing features key.\n",
      "赖玉民: missing features key.\n",
      "曹雪冬: missing features key.\n",
      "冯树芬: missing features key.\n",
      "徐玉明*: missing features key.\n",
      "张玉珍: missing features key.\n",
      "雍梁: missing features key.\n",
      "吕世春: missing features key.\n",
      "田文芳: missing features key.\n",
      "王大军: missing features key.\n",
      "陈振兴: missing features key.\n",
      "李碧华: multiple features names or multiple shidaoai names.\n",
      "李永志: missing features key.\n",
      "罗安云: missing features key.\n",
      "邓相军: multiple features names or multiple shidaoai names.\n",
      "李素秀: missing features key.\n",
      "张树明: missing features key.\n",
      "张前录: missing features key.\n",
      "刘昌银: missing features key.\n",
      "蒙绍明: missing features key.\n",
      "陈天云*: missing features key.\n",
      "王胜昌: missing features key.\n",
      "刘远聪: missing features key.\n",
      "艾志明: missing features key.\n",
      "代云仙: missing features key.\n",
      "蒋世良: missing features key.\n",
      "李建全: missing features key.\n",
      "王道明: missing features key.\n",
      "袁时棋: missing features key.\n",
      "杨代茂: missing features key.\n",
      "梁正荣: missing features key.\n",
      "柯汉成: missing features key.\n",
      "罗秦琴: missing features key.\n",
      "何先书: missing features key.\n",
      "王利平: missing features key.\n",
      "赖克俊: missing features key.\n",
      "罗付根: missing features key.\n",
      "杨远福: multiple features names or multiple shidaoai names.\n",
      "文登珍: missing features key.\n",
      "廖明友: missing features key.\n",
      "苟玛青初: missing features key.\n",
      "王国充: missing features key.\n",
      "赖家荣: missing features key.\n",
      "何兰英: missing features key.\n",
      "刘道兴: missing features key.\n",
      "李成才*: missing features key.\n",
      "凌朝福: missing features key.\n",
      "申秀英: missing features key.\n",
      "胡发现: missing features key.\n",
      "寇开敏: missing features key.\n",
      "陈忠实: missing features key.\n",
      "康正军: missing features key.\n",
      "贾能锐: missing features key.\n",
      "粟万新: missing features key.\n",
      "贾正伟: missing features key.\n",
      "曾祥文: missing features key.\n",
      "石伦富: missing features key.\n",
      "李从渊: missing features key.\n",
      "李云根: missing features key.\n",
      "吴连生*: missing features key.\n",
      "孙良富: missing features key.\n",
      "杨仕江: missing features key.\n",
      "胡延魁: missing features key.\n",
      "傅利英: missing features key.\n",
      "杨家碧: missing features key.\n",
      "武正香: missing features key.\n",
      "任启全: missing features key.\n",
      "杜才龙: missing features key.\n",
      "赵意德: missing features key.\n",
      "王天虎: missing features key.\n",
      "许志新: missing features key.\n",
      "母新民: missing features key.\n",
      "杨义春: missing features key.\n",
      "刘兴春: multiple features names or multiple shidaoai names.\n",
      "牛康德: missing features key.\n",
      "张伯芳: missing features key.\n",
      "龙贻勤: missing features key.\n",
      "杨天珍: missing features key.\n",
      "何培强: missing features key.\n",
      "李素琼: multiple features names or multiple shidaoai names.\n",
      "李光合: missing features key.\n",
      "谭启德: missing features key.\n",
      "陈伯昌: missing features key.\n",
      "黄玉林: missing features key.\n",
      "潘瑞功: missing features key.\n",
      "吴世圣: missing features key.\n",
      "蒋明阶: missing features key.\n",
      "黄泽贵: missing features key.\n",
      "李玉清: multiple features names or multiple shidaoai names.\n",
      "林之发: missing features key.\n",
      "付柳林: missing features key.\n",
      "王春芳: missing features key.\n",
      "陈隆明: missing features key.\n",
      "周玉培: missing features key.\n",
      "赵贵全: missing features key.\n",
      "蔡启秀: missing features key.\n",
      "何成坤: missing features key.\n",
      "黄辉: missing features key.\n",
      "胥仕茂: missing features key.\n",
      "余长明: missing features key.\n",
      "姜玉莲: missing features key.\n",
      "魏宗清: missing features key.\n",
      "高崇建: missing features key.\n",
      "杨大斌: missing features key.\n",
      "李树文: missing features key.\n",
      "孙建香: missing features key.\n",
      "卓必定: missing features key.\n",
      "张应祖: missing features key.\n",
      "徐夏富: missing features key.\n",
      "黄隆见: missing features key.\n",
      "邓启奎: missing features key.\n",
      "张明秀: missing features key.\n",
      "李光权: multiple features names or multiple shidaoai names.\n",
      "景代白: missing features key.\n",
      "聂绍文: missing features key.\n",
      "魏祥秀: missing features key.\n",
      "孔祥福: missing features key.\n",
      "李志荣: multiple features names or multiple shidaoai names.\n",
      "赖云寿: missing features key.\n",
      "张朝盛: missing features key.\n",
      "龚发均: missing features key.\n",
      "邢天成: missing features key.\n",
      "郭成福: missing features key.\n",
      "胡永德: missing features key.\n",
      "陈邦华: multiple features names or multiple shidaoai names.\n",
      "王明洪: missing features key.\n",
      "高建水: missing features key.\n",
      "陈子明: missing features key.\n",
      "高云惠: missing features key.\n",
      "李琼芳: multiple features names or multiple shidaoai names.\n",
      "崔德辉: missing features key.\n",
      "蒋辈禄: missing features key.\n",
      "李廷彬: multiple features names or multiple shidaoai names.\n",
      "金星亮: missing features key.\n",
      "黄朱齐: missing features key.\n",
      "贡呷降称: missing features key.\n",
      "蒋家林: missing features key.\n",
      "李建国: multiple features names or multiple shidaoai names.\n",
      "曾玉仙: missing features key.\n",
      "杨富松: missing features key.\n",
      "邓祥俊: multiple features names or multiple shidaoai names.\n",
      "陈永和: missing features key.\n",
      "高德均: missing features key.\n",
      "胡明生: missing features key.\n",
      "练子元: missing features key.\n",
      "李强: missing features key.\n",
      "郭同全: missing features key.\n",
      "高天秀: missing features key.\n",
      "丁光甫: missing features key.\n",
      "谭子全: missing features key.\n",
      "繆良义: missing features key.\n",
      "杨运廷: missing features key.\n",
      "郭贵廷: missing features key.\n",
      "王家博: missing features key.\n",
      "陈绍先: missing features key.\n",
      "彭高钧: missing features key.\n",
      "陈昌明: missing features key.\n",
      "李培发: missing features key.\n",
      "刘显明: missing features key.\n",
      "付文元*: missing features key.\n",
      "杜光碧: missing features key.\n",
      "杜兰英: missing features key.\n",
      "张恩德: missing features key.\n",
      "王赞成: missing features key.\n",
      "邬才华*: missing features key.\n",
      "谷运培: missing features key.\n",
      "肖河清: missing features key.\n",
      "吴丽芬: missing features key.\n",
      "唐国荣: missing features key.\n",
      "王翠平: missing features key.\n",
      "郑成弟: missing features key.\n",
      "刘连贵*: missing features key.\n",
      "贺明其: missing features key.\n",
      "符安金: missing features key.\n",
      "高宗文: missing features key.\n",
      "白世禅: missing features key.\n",
      "陈茂初: missing features key.\n",
      "王汝军: missing features key.\n",
      "毛云成*: missing features key.\n",
      "赵步初: missing features key.\n",
      "陈国才: missing features key.\n",
      "李素琼: multiple features names or multiple shidaoai names.\n",
      "刘长根: missing features key.\n",
      "赵先平: missing features key.\n",
      "李书忠: missing features key.\n",
      "朱和平: missing features key.\n",
      "蒋成盛: missing features key.\n",
      "胡晓薇: missing features key.\n",
      "陈建国: missing features key.\n",
      "孙先文: missing features key.\n",
      "张玉文: missing features key.\n",
      "黄永烈: missing features key.\n",
      "郑小华: missing features key.\n",
      "任学明*: missing features key.\n",
      "杨朝年: missing features key.\n",
      "蓝光义: missing features key.\n",
      "赖玉芳: missing features key.\n",
      "吕锡琼: missing features key.\n",
      "张勇全: multiple features names or multiple shidaoai names.\n",
      "李世贤: missing features key.\n",
      "罗玉华: multiple features names or multiple shidaoai names.\n",
      "阳长光: missing features key.\n",
      "蒋代茂: missing features key.\n",
      "何开松: missing features key.\n",
      "钟坤全: missing features key.\n",
      "文成章: missing features key.\n",
      "彭大元: missing features key.\n",
      "赵述生: missing features key.\n",
      "何世太: missing features key.\n",
      "权德代: missing features key.\n",
      "王扶久: missing features key.\n",
      "董会先: missing features key.\n",
      "汪冬秀: missing features key.\n",
      "罗作盛: missing features key.\n",
      "杨贵武: missing features key.\n",
      "李运培: missing features key.\n",
      "谭本聪: missing features key.\n",
      "兰世伟: missing features key.\n",
      "姜明成: missing features key.\n",
      "伏先德: missing features key.\n",
      "高飞祥: missing features key.\n",
      "李富中: missing features key.\n",
      "向明聪: missing features key.\n",
      "谭人常: missing features key.\n",
      "郭本文: missing features key.\n",
      "陈桂容: missing features key.\n",
      "黄万易: missing features key.\n",
      "郭大贵: missing features key.\n",
      "杨志强: missing features key.\n",
      "彭贤云: missing features key.\n",
      "李现军: missing features key.\n",
      "徐国彬: missing features key.\n",
      "谢长禄: missing features key.\n",
      "王律修: missing features key.\n",
      "陶永信: missing features key.\n",
      "张福光: missing features key.\n",
      "袁世才: missing features key.\n",
      "陈通富: missing features key.\n",
      "李宗根: missing features key.\n",
      "廖长明: missing features key.\n",
      "李贻能: missing features key.\n",
      "唐积国: missing features key.\n",
      "邓怀龙: missing features key.\n",
      "曾世德: missing features key.\n",
      "曾道友: missing features key.\n",
      "龙仕均: missing features key.\n",
      "伍柏林: missing features key.\n",
      "闫敦明: missing features key.\n",
      "张长超: missing features key.\n",
      "杜培俊: missing features key.\n",
      "倪金生: missing features key.\n",
      "李功贺: missing features key.\n",
      "李帮国: missing features key.\n",
      "郭国美: missing features key.\n",
      "周成礼: missing features key.\n",
      "李全英: missing features key.\n",
      "罗扎: missing features key.\n",
      "黄长明: missing features key.\n",
      "谢德银: missing features key.\n",
      "盛秀林: missing features key.\n",
      "冯诚: missing features key.\n",
      "黄林华: missing features key.\n",
      "程旭: missing features key.\n",
      "李忠全: missing features key.\n",
      "刘启德*: missing features key.\n",
      "呷呷拉哈: missing features key.\n",
      "陈禅康: missing features key.\n",
      "李广全: multiple features names or multiple shidaoai names.\n",
      "高龙成: missing features key.\n",
      "孟绍贵: missing features key.\n",
      "胡志华: missing features key.\n",
      "向俸修: missing features key.\n",
      "郭登秀: missing features key.\n",
      "陈道云: missing features key.\n",
      "李素英: missing features key.\n",
      "杨德兴: missing features key.\n",
      "韦家乐: missing features key.\n",
      "沈德强: missing features key.\n",
      "顾桂华: missing features key.\n",
      "毕文海: missing features key.\n",
      "杨金秀: missing features key.\n",
      "曹忠智: missing features key.\n",
      "郭广洪: missing features key.\n",
      "雷友康: missing features key.\n",
      "吴凤兰: missing features key.\n",
      "曾光玉: missing features key.\n",
      "王兰芬: missing features key.\n",
      "朱明华: missing features key.\n",
      "张成修: missing features key.\n",
      "钟玉彬: missing features key.\n",
      "邱趾福: missing features key.\n",
      "何兴光: missing features key.\n",
      "付英建: missing features key.\n",
      "张兴强: missing features key.\n",
      "邓茂全: missing features key.\n",
      "庞露: missing features key.\n",
      "杨桂珍: missing features key.\n",
      "许泽勇: missing features key.\n",
      "张玉生: missing features key.\n",
      "汪树成: missing features key.\n",
      "曾光亮: missing features key.\n",
      "庄道盛*: missing features key.\n",
      "曾运忠: missing features key.\n",
      "彭经: missing features key.\n",
      "梁映新: missing features key.\n",
      "罗清辉: missing features key.\n",
      "刘信福: missing features key.\n",
      "曹开武: missing features key.\n",
      "刘荣光: missing features key.\n",
      "杨见廷: missing features key.\n",
      "熊远秀: multiple features names or multiple shidaoai names.\n",
      "周春元: missing features key.\n",
      "熊元秀: multiple features names or multiple shidaoai names.\n",
      "张盛冲: missing features key.\n",
      "王平政: missing features key.\n",
      "秦天林: missing features key.\n",
      "董登成: missing features key.\n",
      "程绍全: missing features key.\n",
      "钟志林: missing features key.\n",
      "李明举: missing features key.\n",
      "钟兴明: missing features key.\n",
      "陈洪明: missing features key.\n",
      "张启琼: missing features key.\n",
      "李加旻: missing features key.\n",
      "唐有熊: missing features key.\n",
      "来治全: missing features key.\n",
      "吴昌清: missing features key.\n",
      "刘斯明: missing features key.\n",
      "王开友: missing features key.\n",
      "姚德明: missing features key.\n",
      "宋焕英: missing features key.\n",
      "梁枝林: missing features key.\n",
      "王仕金: missing features key.\n",
      "贾兆先*: missing features key.\n",
      "耿艳芳: missing features key.\n",
      "廖常福: missing features key.\n",
      "徐进贵: missing features key.\n",
      "林洪康: missing features key.\n",
      "伍绍清: missing features key.\n",
      "黎志荣: multiple features names or multiple shidaoai names.\n",
      "李先玉: missing features key.\n",
      "王应明: missing features key.\n",
      "黎在孝: missing features key.\n",
      "李正良: missing features key.\n",
      "邓尚茂: missing features key.\n",
      "木乃约哈: missing features key.\n",
      "唐诗模*: missing features key.\n",
      "颜利中: missing features key.\n",
      "刘应新: missing features key.\n",
      "杨芳兰: missing features key.\n",
      "张世长: missing features key.\n",
      "文云方: missing features key.\n",
      "张兴立: missing features key.\n",
      "李琼芳: multiple features names or multiple shidaoai names.\n",
      "李盛清: missing features key.\n",
      "邓先兵: missing features key.\n",
      "尹华才: missing features key.\n",
      "黄昭志: missing features key.\n",
      "蒲明格: missing features key.\n",
      "肖玉翠: missing features key.\n",
      "周玉英: missing features key.\n",
      "张淑芳: missing features key.\n",
      "王守华: missing features key.\n",
      "漆丹群: missing features key.\n",
      "冯元述: missing features key.\n",
      "陈树文: missing features key.\n",
      "罗昌全: missing features key.\n",
      "陶绍全: missing features key.\n",
      "李红书: missing features key.\n",
      "何青华: missing features key.\n",
      "谢国银: missing features key.\n",
      "伏文菊: missing features key.\n",
      "詹六明: missing features key.\n",
      "杨开伟: missing features key.\n",
      "杨守义: missing features key.\n",
      "胡万棋: missing features key.\n",
      "金绍志: missing features key.\n",
      "贾建忠: missing features key.\n",
      "程顺荣: missing features key.\n",
      "夏清渠: missing features key.\n",
      "敬思维: missing features key.\n",
      "白兰康: missing features key.\n",
      "              Person PathTstage PathNstage\n",
      "0                陈淑珍          3          0\n",
      "1        zhang si qi          2          2\n",
      "2      yang yun kang          4          0\n",
      "3          li shi hu          3          1\n",
      "4      sun huai quan          3          1\n",
      "...              ...        ...        ...\n",
      "3215             程顺荣          3          2\n",
      "3216  deng xian hong          3          0\n",
      "3217             夏清渠          4          3\n",
      "3218             敬思维          3          1\n",
      "3219             白兰康          4          1\n",
      "\n",
      "[3220 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "name_record_path = pathlib.Path('G:/_project/shidaoai_new_project/data/_out/tab/name_record.json')\n",
    "\n",
    "if not name_record_path.exists(): \n",
    "    name_record_path.touch()\n",
    "    name_record = json.dumps({})\n",
    "    with open(name_record_path.as_posix(), 'w', encoding='utf-8') as f:\n",
    "        f.write(name_record)\n",
    "\n",
    "\n",
    "features_csv_utf = tt.column_apply(features_csv_utf, 'Image', tt._features_string_cutter)\n",
    "features_csv_utf.rename(columns={'Image': 'Person'}, inplace=True)\n",
    "print(features_csv_utf)\n",
    "\n",
    "print('-' * 50)\n",
    "\n",
    "shidaoai_csv_utf = tt.column_apply(shidaoai_csv_utf, '患者姓名', tt._shidaoai_pinyin_converter)\n",
    "shidaoai_csv_utf = tt.column_apply(shidaoai_csv_utf, 'PathTstage', tt._shidaoai_gtvt_label_merger)\n",
    "shidaoai_csv_utf.rename(columns={'患者姓名': 'Person'}, inplace=True)\n",
    "print(shidaoai_csv_utf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3325\n",
      "1647\n",
      "1628\n",
      "19\n",
      "1678\n",
      "2\n",
      "23\n",
      "--------------------------------------------------\n",
      "3329\n",
      "1644\n",
      "1626\n",
      "18\n",
      "1685\n",
      "2\n",
      "22\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "with open('G:/_project/shidaoai_new_project/data/_out/tab/name_record_bak.json', 'r', encoding='utf-8') as f:\n",
    "    name_record_1 = json.load(f)\n",
    "with open('G:/_project/shidaoai_new_project/data/_out/tab/name_record.json', 'r', encoding='utf-8') as f:\n",
    "    name_record_2 = json.load(f)\n",
    "\n",
    "name_records = [name_record_1, name_record_2]\n",
    "# 总共\n",
    "for name_record in name_records:\n",
    "    count_total = name_record.keys()\n",
    "    # 不缺失\n",
    "    count_2 = [key for key in name_record.keys() if len(name_record[key].keys()) == 2]\n",
    "    # 不缺失中，能一一对应的\n",
    "    count_one_one = [key for key in name_record.keys() if (len(name_record[key].keys()) == 2 and len(name_record[key]['features']) == 1 and len(name_record[key]['shidaoai']) == 1)]\n",
    "    # 不缺失中，不能一一对应的\n",
    "    count_not_one_one = [key for key in name_record.keys() if (len(name_record[key].keys()) == 2) and (len(name_record[key]['features']) > 1 or len(name_record[key]['shidaoai']) > 1)]\n",
    "    # 缺失一项\n",
    "    count_1 = [key for key in name_record.keys() if len(name_record[key].keys()) == 1]\n",
    "    # 多个features\n",
    "    count_multiple_features = [key for key in name_record.keys() if 'features' in name_record[key].keys() and len(name_record[key]['features']) > 1]\n",
    "    # 多个shidaoai\n",
    "    count_multiple_shidaoai = [key for key in name_record.keys() if 'shidaoai' in name_record[key].keys() and len(name_record[key]['shidaoai']) > 1]\n",
    "\n",
    "    print(len(count_total))\n",
    "    print(len(count_2))\n",
    "    print(len(count_one_one))\n",
    "    print(len(count_not_one_one))\n",
    "    print(len(count_1))\n",
    "    print(len(count_multiple_features))\n",
    "    print(len(count_multiple_shidaoai))\n",
    "\n",
    "    # print(count_not_one_one)\n",
    "    # print(count_multiple_features)  # zhangjian;\n",
    "    # print(count_multiple_shidaoai)  # zhangjian;\n",
    "    print('-' * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "can only concatenate str (not \"list\") to str",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_22496/3939828993.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;31m# string_new = ''.join(re.findall('[a-z]', string.split('^')[0].lower()))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;31m# string_new = ''.join(lazy_pinyin(string)).split('*')[0]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfindall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'[a-z]'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeatures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'^'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m' '\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlazy_pinyin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshidaoai_1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'*'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m' '\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlazy_pinyin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshidaoai_2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'*'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: can only concatenate str (not \"list\") to str"
     ]
    }
   ],
   "source": [
    "from pypinyin import lazy_pinyin\n",
    "import re\n",
    "\n",
    "features = 'zhang ji an^ ^^C+'\n",
    "shidaoai_1 = '张际安*'\n",
    "shidaoai_2 = '张建'\n",
    "\n",
    "# string_new = ''.join(re.findall('[a-z]', string.split('^')[0].lower()))\n",
    "# string_new = ''.join(lazy_pinyin(string)).split('*')[0]\n",
    "print('-' + re.findall('[a-z]', features.split('^')[0].lower()) + '-')\n",
    "print('-' + ' '.join(lazy_pinyin(shidaoai_1.split('*')[0])) + '-')\n",
    "print('-' + ' '.join(lazy_pinyin(shidaoai_2.split('*')[0])) + '-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Person    ROI      MRN  PathTstage PathNstage\n",
      "0     shang yong lin  GTV-T1    54756          3          1\n",
      "1     shang yong lin  GTV-N1    54756          3          1\n",
      "2     wen zhong ming  GTV-T1    55004          3          1\n",
      "3     wen zhong ming  GTV-N1    55004          3          1\n",
      "4        li xian guo  GTV-T1    55728          3          1\n",
      "...              ...     ...      ...        ...        ...\n",
      "3199     zhang si qi  GTV-N1   310077          2          2\n",
      "3200     hou ju fang  GTV-T1   310323          2          2\n",
      "3201     hou ju fang  GTV-N1   310323          2          2\n",
      "3202      ke wen bin  GTV-T1  1504281          3          2\n",
      "3203      ke wen bin  GTV-N1  1504281          3          2\n",
      "\n",
      "[3204 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "intersected = pd.merge(features_csv_utf, shidaoai_csv_utf, on='Person', how='inner')\n",
    "print(intersected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Person    ROI      MRN  PathTstage PathNstage\n",
      "0     shang yong lin  GTV-N1    54756          3          1\n",
      "1     wen zhong ming  GTV-N1    55004          3          1\n",
      "2        li xian guo  GTV-N1    55728          3          1\n",
      "3      tang su qiong  GTV-N1    55967          3          0\n",
      "4       yao xian zhi  GTV-N1    56539          2          2\n",
      "...              ...     ...      ...        ...        ...\n",
      "1597    he yong zhen  GTV-N1   309703          3          0\n",
      "1598   yang yun kang  GTV-N1   309968          4          0\n",
      "1599     zhang si qi  GTV-N1   310077          2          2\n",
      "1600     hou ju fang  GTV-N1   310323          2          2\n",
      "1601      ke wen bin  GTV-N1  1504281          3          2\n",
      "\n",
      "[1602 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "gtvn_filter = (intersected['ROI '] == ' GTV-N1') | \\\n",
    "    (intersected['ROI '] == 'GTTV-N1') | \\\n",
    "    (intersected['ROI '] == 'GTV- N1') | \\\n",
    "    (intersected['ROI '] == 'GTV-N1') | \\\n",
    "    (intersected['ROI '] == 'GTV-NN1') | \\\n",
    "    (intersected['ROI '] == 'GTVT-N1') | \\\n",
    "    (intersected['ROI '] == 'GVT-N1')\n",
    "gtvn = intersected[gtvn_filter]\n",
    "gtvn.reset_index(drop=True, inplace=True)\n",
    "print(gtvn)\n",
    "gtvn.to_csv('G:/_dataset/shidaoai/tab/_temp/gtvn_gbk.csv', index=False, encoding='gbk')\n",
    "gtvn.to_csv('G:/_dataset/shidaoai/tab/_out/gtvn_utf.csv', index=False, encoding='utf-8')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Person    ROI      MRN  PathTstage PathNstage\n",
      "0     shang yong lin  GTV-T1    54756          3          1\n",
      "1     wen zhong ming  GTV-T1    55004          3          1\n",
      "2        li xian guo  GTV-T1    55728          3          1\n",
      "3      tang su qiong  GTV-T1    55967          3          0\n",
      "4       yao xian zhi  GTV-T1    56539          2          2\n",
      "...              ...     ...      ...        ...        ...\n",
      "1597    he yong zhen  GTV-T1   309703          3          0\n",
      "1598   yang yun kang  GTV-T1   309968          4          0\n",
      "1599     zhang si qi  GTV-T1   310077          2          2\n",
      "1600     hou ju fang  GTV-T1   310323          2          2\n",
      "1601      ke wen bin  GTV-T1  1504281          3          2\n",
      "\n",
      "[1602 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "gtvt_filter = (intersected['ROI '] == 'GTV-T1') | \\\n",
    "    (intersected['ROI '] == 'GTTV-T1') | \\\n",
    "    (intersected['ROI '] == 'GTV--T1')\n",
    "gtvt = intersected[gtvt_filter]\n",
    "gtvt.reset_index(drop=True, inplace=True)\n",
    "print(gtvt)\n",
    "gtvt.to_csv('G:/_dataset/shidaoai/tab/_temp/gtvt_gbk.csv', index=False, encoding='gbk')\n",
    "gtvt.to_csv('G:/_dataset/shidaoai/tab/_out/gtvt_utf.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像结合表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{3: 891, 2: 303, 1: 105, 4: 140, 0: 24}\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import pathlib\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "img_json = json.load(open('G:/_project/shidaoai_new_project/data/_conf/img/dataset_unetr_1332_332_264_windows.json', 'r'))\n",
    "# img_out_root = pathlib.Path('G:/_dataset/shidaoai/img/_out/wangqifeng_')\n",
    "gtvt = pd.read_csv('G:/_dataset/shidaoai/tab/_out/gtvt_utf.csv', low_memory=False)\n",
    "# img_json_convert = json.load(open('G:/_project/shidaoai_new_project/data/_conf/img/dataset_unetr_1332_332_264_convert_windows.json', 'r'))\n",
    "\n",
    "# i = 0\n",
    "count = {}\n",
    "for tag in ['training', 'validation']:\n",
    "    for item in img_json[tag]:\n",
    "        img_path = item['image']\n",
    "        img_path = pathlib.Path(img_path)\n",
    "        img_num = img_path.name.split('_')[0]\n",
    "        img_num = int(img_num)\n",
    "        idx = gtvt[gtvt['MRN '] == img_num].index\n",
    "        try:\n",
    "            img_cls_temp = gtvt.iloc[idx]['PathTstage']\n",
    "            img_cls = int(img_cls_temp)\n",
    "            count[img_cls] = count.get(img_cls, 0) + 1\n",
    "            # print(img_path, img_cls)\n",
    "            # print(img_path.parents[2].name)\n",
    "            # print(img_path.parents[1].name)\n",
    "            # print(img_path.name)\n",
    "            # break\n",
    "        except:\n",
    "            pass\n",
    "            # i += 1\n",
    "            # print(gtvt.iloc[idx]['PathTstage'])\n",
    "            # print(img_path.name)\n",
    "            # print(img_cls_temp)\n",
    "            # print('-' * 50)\n",
    "        # print(img_num, img_cls)\n",
    "print(count)\n",
    "# print(i)\n",
    "# print(len(img_json['training']) + len(img_json['validation']))\n",
    "# print(len(gtvt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'gtvt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_17092/415690260.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0midx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgtvt\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mgtvt\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'MRN '\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m56539\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgtvt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'PathTstage'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'gtvt' is not defined"
     ]
    }
   ],
   "source": [
    "idx = gtvt[gtvt['MRN '] == 56539].index\n",
    "print(int(gtvt.iloc[idx]['PathTstage']))"
   ]
  }
 ],
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